基于cpu版的tensorflow ，使用mask_rcnn训练识别箱子的模型

代码参考（https://blog.csdn.net/disiwei1012/article/details/79928679）

# coding: utf-8

# In[1]:

import os

import sys

import random

import math

import re

import time

import numpy as np

import cv2

import matplotlib

import matplotlib.pyplot as plt

from config import Config

import utils

import model as modellib

import visualize

import yaml

from model import log

from PIL import Image

# Root directory of the project

ROOT_DIR = os.getcwd()

# Directory to save logs and trained model

MODEL_DIR = os.path.join(ROOT_DIR, "logs")

iter_num=0

# Local path to trained weights file

COCO_MODEL_PATH = os.path.join(ROOT_DIR, "mask_rcnn_coco.h5")

# Download COCO trained weights from Releases if needed

if not os.path.exists(COCO_MODEL_PATH):

utils.download_trained_weights(COCO_MODEL_PATH)

# In[2]:

print("test1")

# In[3]:

class ShapesConfig(Config):

　　"""Configuration for training on the toy shapes dataset.

　　Derives from the base Config class and overrides values specific

　　to the toy shapes dataset.

　　"""

　　# Give the configuration a recognizable name

　　NAME = "shapes"

　　# Train on 1 GPU and 8 images per GPU. We can put multiple images on each

　　# GPU because the images are small. Batch size is 8 (GPUs * images/GPU).

　　GPU_COUNT = 1

　　IMAGES_PER_GPU = 1

　　# Number of classes (including background)

　　NUM_CLASSES = 1 + 1 # background + 3 shapes

　　# Use small images for faster training. Set the limits of the small side

　　# the large side, and that determines the image shape.

　　IMAGE_MIN_DIM = 64

　　IMAGE_MAX_DIM = 512

　　# Use smaller anchors because our image and objects are small

　　RPN_ANCHOR_SCALES = (8 * 6, 16 * 6, 32 * 6, 64 * 6, 128 * 6) # anchor side in pixels

　　# Reduce training ROIs per image because the images are small and have

　　# few objects. Aim to allow ROI sampling to pick 33% positive ROIs.

　　TRAIN_ROIS_PER_IMAGE = 32

　　# Use a small epoch since the data is simple

　　STEPS_PER_EPOCH = 100

　　# use small validation steps since the epoch is small

　　VALIDATION_STEPS = 5

　　# In[4]:

　　print("test2")

　　# In[5]:

config = ShapesConfig()

config.display()

# In[6]:

print("test3")

# In[7]:

class DrugDataset(utils.Dataset):

　　# 得到该图中有多少个实例（物体）

　　def get_obj_index(self, image):

　　n = np.max(image)

　　return n

　　# 解析labelme中得到的yaml文件，从而得到mask每一层对应的实例标签

　　def from_yaml_get_class(self, image_id):

　　　　info = self.image_info[image_id]

　　　　with open(info['yaml_path']) as f:

　　　　temp = yaml.load(f.read())

　　　　labels = temp['label_names']

　　　　del labels[0]

　　　　return labels

　　# 重新写draw_mask

　　def draw_mask(self, num_obj, mask, image,image_id):

　　　　#print("draw_mask-->",image_id)

　　　　#print("self.image_info",self.image_info)

　　　　info = self.image_info[image_id]

　　　　#print("info-->",info)

　　　　#print("info[width]----->",info['width'],"-info[height]--->",info['height'])

　　　　for index in range(num_obj):

　　　　　　for i in range(info['width']):

　　　　　　　　for j in range(info['height']):

　　　　　　　　　　#print("image_id-->",image_id,"-i--->",i,"-j--->",j)

　　　　　　　　　　#print("info[width]----->",info['width'],"-info[height]--->",info['height'])

　　　　　　　　　　at_pixel = image.getpixel((i, j))

　　　　　　　　　　if at_pixel == index + 1:

　　　　　　　　　　　　mask[j, i, index] = 1

　　　　　　　　　　　　return mask

　　# 重新写load_shapes，里面包含自己的自己的类别

　　# 并在self.image_info信息中添加了path、mask_path 、yaml_path

　　# yaml_pathdataset_root_path = "/tongue_dateset/"

　　# img_floder = dataset_root_path + "rgb"

　　# mask_floder = dataset_root_path + "mask"

　　# dataset_root_path = "/tongue_dateset/"

　　def load_shapes(self, count, img_floder, mask_floder, imglist, dataset_root_path):

　　　　"""Generate the requested number of synthetic images.

　　　　count: number of images to generate.

　　　　height, width: the size of the generated images.

　　　　"""

　　　　# Add classes

　　　　self.add_class("shapes", 1, "box") # box

　　　　for i in range(count):

　　　　　　# 获取图片宽和高

　　　　　　filestr = imglist[i].split(".")[0]

　　　　　　#print(imglist[i],"-->",cv_img.shape[1],"--->",cv_img.shape[0])

　　　　　　#print("id-->", i, " imglist[", i, "]-->", imglist[i],"filestr-->",filestr)

　　　　　　# filestr = filestr.split("_")[1]

　　　　　　mask_path = mask_floder + "/" + filestr + ".png"

　　　　　　yaml_path = dataset_root_path + "labelme_json/" + filestr + "-box_json/info.yaml"

　　　　　　print(dataset_root_path + "labelme_json/" + filestr + "-box_json/img.png")

　　　　　　cv_img = cv2.imread(dataset_root_path + "labelme_json/" + filestr + "-box_json/img.png")

　　　　　　self.add_image("shapes", image_id=i, path=img_floder + "/" + imglist[i],width=cv_img.shape[1], height=cv_img.shape[0], mask_path=mask_path, yaml_path=yaml_path)

　　# 重写load_mask

　　def load_mask(self, image_id):

　　　　"""Generate instance masks for shapes of the given image ID."""

　　　　global iter_num

　　　　print("image_id",image_id)

　　　　info = self.image_info[image_id]

　　　　count = 1 # number of object

　　　　img = Image.open(info['mask_path'])

　　　　num_obj = self.get_obj_index(img)

　　　　mask = np.zeros([info['height'], info['width'], num_obj], dtype=np.uint8)

　　　　mask = self.draw_mask(num_obj, mask, img,image_id)

　　　　occlusion = np.logical_not(mask[:, :, -1]).astype(np.uint8)

　　　　for i in range(count - 2, -1, -1):

　　　　　　mask[:, :, i] = mask[:, :, i] * occlusion

　　　　　　occlusion = np.logical_and(occlusion, np.logical_not(mask[:, :, i]))

　　　　labels = []

　　　　labels = self.from_yaml_get_class(image_id)

　　　　labels_form = []

　　　　for i in range(len(labels)):

　　　　　　if labels[i].find("box") != -1:

　　　　　　　　# print "box"

　　　　　　　　labels_form.append("box")

　　　　class_ids = np.array([self.class_names.index(s) for s in labels_form])

　　　　return mask, class_ids.astype(np.int32)

# In[8]:

print("test4")

# In[9]:

　　def get_ax(rows=1, cols=1, size=8):

　　　　"""

　　　　Return a Matplotlib Axes array to be used in all visualizations in the notebook. Provide acentral point to control graph sizes.

　　　　Change the default size attribute to control the size of rendered images

　　　　"""

　　　　_, ax = plt.subplots(rows, cols, figsize=(size * cols, size * rows))

　　　　return ax

# In[10]:

print("test5")

# In[11]:

#基础设置

dataset_root_path="train_data/"

img_floder = dataset_root_path + "pic"

mask_floder = dataset_root_path + "cv2_mask"

#yaml_floder = dataset_root_path

imglist = os.listdir(img_floder)

count = len(imglist)

# In[12]:

print("test6")

# In[13]:

#train与val数据集准备

dataset_train = DrugDataset()

dataset_train.load_shapes(count, img_floder, mask_floder, imglist,dataset_root_path)

dataset_train.prepare()

#print("dataset_train-->",dataset_train._image_ids)

dataset_val = DrugDataset()

dataset_val.load_shapes(7, img_floder, mask_floder, imglist,dataset_root_path)

dataset_val.prepare()

# In[14]:

print("test7")

# In[ ]:

#print("dataset_val-->",dataset_val._image_ids)

# Load and display random samples

#image_ids = np.random.choice(dataset_train.image_ids, 4)

#for image_id in image_ids:

# image = dataset_train.load_image(image_id)

# mask, class_ids = dataset_train.load_mask(image_id)

# visualize.display_top_masks(image, mask, class_ids, dataset_train.class_names)

# Create model in training mode

model = modellib.MaskRCNN(mode="training", config=config,

model_dir=MODEL_DIR)

# Which weights to start with?

init_with = "coco" # imagenet, coco, or last

if init_with == "imagenet":

　　model.load_weights(model.get_imagenet_weights(), by_name=True)

elif init_with == "coco":

　　# Load weights trained on MS COCO, but skip layers that

　　# are different due to the different number of classes

　　# See README for instructions to download the COCO weights

　　model.load_weights(COCO_MODEL_PATH, by_name=True,exclude=["mrcnn_class_logits", "mrcnn_bbox_fc","mrcnn_bbox", "mrcnn_mask"])

elif init_with == "last":

　　# Load the last model you trained and continue training

　　model.load_weights(model.find_last()[1], by_name=True)

# Train the head branches

# Passing layers="heads" freezes all layers except the head

# layers. You can also pass a regular expression to select

# which layers to train by name pattern.

model.train(dataset_train, dataset_val,learning_rate=config.LEARNING_RATE,epochs=3,layers='heads')

# In[ ]:

print("test8")

# In[ ]:

# Fine tune all layers

# Passing layers="all" trains all layers. You can also

# pass a regular expression to select which layers to

# train by name pattern.

model.train(dataset_train, dataset_val,learning_rate=config.LEARNING_RATE / 10,epochs=1,layers="all")

# In[ ]:

print("test9")

 ---------------------------------------训练过程-----------------------------------------------

Starting at epoch 0. LR=0.001

Checkpoint Path: G:\TensorflowProject\Mask_RCNN-master\samples081902\shapes\logs\shapes20180819T1523\mask_rcnn_shapes_{epoch:04d}.h5

Selecting layers to train

fpn_c5p5 (Conv2D)

fpn_c4p4 (Conv2D)

fpn_c3p3 (Conv2D)

fpn_c2p2 (Conv2D)

fpn_p5 (Conv2D)

fpn_p2 (Conv2D)

fpn_p3 (Conv2D)

fpn_p4 (Conv2D)

In model: rpn_model

rpn_conv_shared (Conv2D)

rpn_class_raw (Conv2D)

rpn_bbox_pred (Conv2D)

mrcnn_mask_conv1 (TimeDistributed)

mrcnn_mask_bn1 (TimeDistributed)

mrcnn_mask_conv2 (TimeDistributed)

mrcnn_mask_bn2 (TimeDistributed)

mrcnn_class_conv1 (TimeDistributed)

mrcnn_class_bn1 (TimeDistributed)

mrcnn_mask_conv3 (TimeDistributed)

mrcnn_mask_bn3 (TimeDistributed)

mrcnn_class_conv2 (TimeDistributed)

mrcnn_class_bn2 (TimeDistributed)

mrcnn_mask_conv4 (TimeDistributed)

mrcnn_mask_bn4 (TimeDistributed)

mrcnn_bbox_fc (TimeDistributed)

mrcnn_mask_deconv (TimeDistributed)

mrcnn_class_logits (TimeDistributed)

mrcnn_mask (TimeDistributed)

F:\Anaconda3\lib\site-packages\tensorflow\python\ops\gradients_impl.py:98: UserWarning: Converting sparse IndexedSlices to a dense Tensor of unknown shape. This may consume a large amount of memory.

"Converting sparse IndexedSlices to a dense Tensor of unknown shape. "

Epoch 1/10

image_id 158

1/100 [..............................] - ETA: 10:50 - loss: 4.3235 - rpn_class_loss: 0.0271 - rpn_bbox_loss: 0.9396 - mrcnn_class_loss: 0.9038 - mrcnn_bbox_loss: 0.8946 - mrcnn_mask_loss: 1.5584image_id 69

2/100 [..............................] - ETA: 9:14 - loss: 4.8270 - rpn_class_loss: 0.0945 - rpn_bbox_loss: 1.0307 - mrcnn_class_loss: 0.7388 - mrcnn_bbox_loss: 1.0133 - mrcnn_mask_loss: 1.9498 image_id 501

3/100 [..............................] - ETA: 8:40 - loss: 4.2990 - rpn_class_loss: 0.1028 - rpn_bbox_loss: 0.7599 - mrcnn_class_loss: 0.8241 - mrcnn_bbox_loss: 1.0368 - mrcnn_mask_loss: 1.5754image_id 73

4/100 [>.............................] - ETA: 8:22 - loss: 4.0534 - rpn_class_loss: 0.0908 - rpn_bbox_loss: 0.6694 - mrcnn_class_loss: 0.7567 - mrcnn_bbox_loss: 1.0192 - mrcnn_mask_loss: 1.5172image_id 18

5/100 [>.............................] - ETA: 8:07 - loss: 3.9919 - rpn_class_loss: 0.0896 - rpn_bbox_loss: 0.6347 - mrcnn_class_loss: 0.7130 - mrcnn_bbox_loss: 1.0791 - mrcnn_mask_loss: 1.4755image_id 693

6/100 [>.............................] - ETA: 7:53 - loss: 3.8600 - rpn_class_loss: 0.0793 - rpn_bbox_loss: 0.6384 - mrcnn_class_loss: 0.6486 - mrcnn_bbox_loss: 1.0788 - mrcnn_mask_loss: 1.4149image_id 427

7/100 [=>............................] - ETA: 7:42 - loss: 3.6738 - rpn_class_loss: 0.0792 - rpn_bbox_loss: 0.5845 - mrcnn_class_loss: 0.6210 - mrcnn_bbox_loss: 1.0784 - mrcnn_mask_loss: 1.3106image_id 453

8/100 [=>............................] - ETA: 7:34 - loss: 3.5804 - rpn_class_loss: 0.0711 - rpn_bbox_loss: 0.6055 - mrcnn_class_loss: 0.6106 - mrcnn_bbox_loss: 1.0525 - mrcnn_mask_loss: 1.2408image_id 665

9/100 [=>............................] - ETA: 7:25 - loss: 3.4887 - rpn_class_loss: 0.0643 - rpn_bbox_loss: 0.6271 - mrcnn_class_loss: 0.5896 - mrcnn_bbox_loss: 1.0198 - mrcnn_mask_loss: 1.1879image_id 417

10/100 [==>...........................] - ETA: 7:19 - loss: 3.3858 - rpn_class_loss: 0.0581 - rpn_bbox_loss: 0.6034 - mrcnn_class_loss: 0.5605 - mrcnn_bbox_loss: 1.0288 - mrcnn_mask_loss: 1.1351image_id 712

11/100 [==>...........................] - ETA: 7:13 - loss: 3.2520 - rpn_class_loss: 0.0560 - rpn_bbox_loss: 0.5678 - mrcnn_class_loss: 0.5424 - mrcnn_bbox_loss: 1.0025 - mrcnn_mask_loss: 1.0833image_id 645

12/100 [==>...........................] - ETA: 7:07 - loss: 3.2170 - rpn_class_loss: 0.0522 - rpn_bbox_loss: 0.5677 - mrcnn_class_loss: 0.5591 - mrcnn_bbox_loss: 0.9992 - mrcnn_mask_loss: 1.0387image_id 524

13/100 [==>...........................] - ETA: 7:00 - loss: 3.1074 - rpn_class_loss: 0.0490 - rpn_bbox_loss: 0.5298 - mrcnn_class_loss: 0.5500 - mrcnn_bbox_loss: 0.9769 - mrcnn_mask_loss: 1.0018image_id 26

14/100 [===>..........................] - ETA: 6:54 - loss: 3.0525 - rpn_class_loss: 0.0459 - rpn_bbox_loss: 0.5399 - mrcnn_class_loss: 0.5227 - mrcnn_bbox_loss: 0.9685 - mrcnn_mask_loss: 0.9754image_id 351

15/100 [===>..........................] - ETA: 6:48 - loss: 3.0661 - rpn_class_loss: 0.0514 - rpn_bbox_loss: 0.6067 - mrcnn_class_loss: 0.5079 - mrcnn_bbox_loss: 0.9523 - mrcnn_mask_loss: 0.9477image_id 358

16/100 [===>..........................] - ETA: 6:42 - loss: 3.0281 - rpn_class_loss: 0.0519 - rpn_bbox_loss: 0.5921 - mrcnn_class_loss: 0.4960 - mrcnn_bbox_loss: 0.9560 - mrcnn_mask_loss: 0.9321image_id 373

17/100 [====>.........................] - ETA: 6:37 - loss: 2.9683 - rpn_class_loss: 0.0503 - rpn_bbox_loss: 0.5921 - mrcnn_class_loss: 0.4708 - mrcnn_bbox_loss: 0.9542 - mrcnn_mask_loss: 0.9009image_id 542

18/100 [====>.........................] - ETA: 6:32 - loss: 2.9337 - rpn_class_loss: 0.0488 - rpn_bbox_loss: 0.5964 - mrcnn_class_loss: 0.4745 - mrcnn_bbox_loss: 0.9401 - mrcnn_mask_loss: 0.8740image_id 527

19/100 [====>.........................] - ETA: 6:27 - loss: 2.8664 - rpn_class_loss: 0.0463 - rpn_bbox_loss: 0.6164 - mrcnn_class_loss: 0.4503 - mrcnn_bbox_loss: 0.9040 - mrcnn_mask_loss: 0.8494image_id 516

20/100 [=====>........................] - ETA: 6:22 - loss: 2.8644 - rpn_class_loss: 0.0442 - rpn_bbox_loss: 0.6179 - mrcnn_class_loss: 0.4479 - mrcnn_bbox_loss: 0.9171 - mrcnn_mask_loss: 0.8373image_id 570

21/100 [=====>........................] - ETA: 6:16 - loss: 2.8710 - rpn_class_loss: 0.0499 - rpn_bbox_loss: 0.6292 - mrcnn_class_loss: 0.4379 - mrcnn_bbox_loss: 0.9142 - mrcnn_mask_loss: 0.8398image_id 424

22/100 [=====>........................] - ETA: 6:11 - loss: 2.8434 - rpn_class_loss: 0.0485 - rpn_bbox_loss: 0.6173 - mrcnn_class_loss: 0.4333 - mrcnn_bbox_loss: 0.9216 - mrcnn_mask_loss: 0.8227image_id 68

23/100 [=====>........................] - ETA: 6:06 - loss: 2.8707 - rpn_class_loss: 0.0531 - rpn_bbox_loss: 0.6503 - mrcnn_class_loss: 0.4243 - mrcnn_bbox_loss: 0.9321 - mrcnn_mask_loss: 0.8110image_id 506

24/100 [======>.......................] - ETA: 6:01 - loss: 2.9250 - rpn_class_loss: 0.0518 - rpn_bbox_loss: 0.6595 - mrcnn_class_loss: 0.4227 - mrcnn_bbox_loss: 0.9396 - mrcnn_mask_loss: 0.8513image_id 648

25/100 [======>.......................] - ETA: 5:55 - loss: 2.9169 - rpn_class_loss: 0.0528 - rpn_bbox_loss: 0.6581 - mrcnn_class_loss: 0.4288 - mrcnn_bbox_loss: 0.9303 - mrcnn_mask_loss: 0.8470image_id 762

26/100 [======>.......................] - ETA: 5:50 - loss: 2.9169 - rpn_class_loss: 0.0517 - rpn_bbox_loss: 0.6898 - mrcnn_class_loss: 0.4171 - mrcnn_bbox_loss: 0.9323 - mrcnn_mask_loss: 0.8259image_id 292

27/100 [=======>......................] - ETA: 5:45 - loss: 2.8702 - rpn_class_loss: 0.0516 - rpn_bbox_loss: 0.6661 - mrcnn_class_loss: 0.4099 - mrcnn_bbox_loss: 0.9239 - mrcnn_mask_loss: 0.8187image_id 461

28/100 [=======>......................] - ETA: 5:40 - loss: 2.8665 - rpn_class_loss: 0.0510 - rpn_bbox_loss: 0.6733 - mrcnn_class_loss: 0.4076 - mrcnn_bbox_loss: 0.9221 - mrcnn_mask_loss: 0.8125image_id 189

29/100 [=======>......................] - ETA: 5:35 - loss: 2.8439 - rpn_class_loss: 0.0497 - rpn_bbox_loss: 0.6618 - mrcnn_class_loss: 0.4024 - mrcnn_bbox_loss: 0.9267 - mrcnn_mask_loss: 0.8033image_id 800

30/100 [========>.....................] - ETA: 5:30 - loss: 2.8251 - rpn_class_loss: 0.0501 - rpn_bbox_loss: 0.6738 - mrcnn_class_loss: 0.3934 - mrcnn_bbox_loss: 0.9138 - mrcnn_mask_loss: 0.7940image_id 210

31/100 [========>.....................] - ETA: 5:26 - loss: 2.8440 - rpn_class_loss: 0.0490 - rpn_bbox_loss: 0.7074 - mrcnn_class_loss: 0.3930 - mrcnn_bbox_loss: 0.9075 - mrcnn_mask_loss: 0.7871image_id 766

32/100 [========>.....................] - ETA: 5:21 - loss: 2.8167 - rpn_class_loss: 0.0492 - rpn_bbox_loss: 0.6973 - mrcnn_class_loss: 0.3858 - mrcnn_bbox_loss: 0.9054 - mrcnn_mask_loss: 0.7791image_id 627

33/100 [========>.....................] - ETA: 5:16 - loss: 2.7863 - rpn_class_loss: 0.0501 - rpn_bbox_loss: 0.6885 - mrcnn_class_loss: 0.3773 - mrcnn_bbox_loss: 0.8964 - mrcnn_mask_loss: 0.7740image_id 79

34/100 [=========>....................] - ETA: 5:11 - loss: 2.7536 - rpn_class_loss: 0.0487 - rpn_bbox_loss: 0.6730 - mrcnn_class_loss: 0.3833 - mrcnn_bbox_loss: 0.8826 - mrcnn_mask_loss: 0.7660image_id 243

35/100 [=========>....................] - ETA: 5:06 - loss: 2.6952 - rpn_class_loss: 0.0474 - rpn_bbox_loss: 0.6566 - mrcnn_class_loss: 0.3732 - mrcnn_bbox_loss: 0.8654 - mrcnn_mask_loss: 0.7527image_id 67

36/100 [=========>....................] - ETA: 5:02 - loss: 2.6815 - rpn_class_loss: 0.0470 - rpn_bbox_loss: 0.6396 - mrcnn_class_loss: 0.3900 - mrcnn_bbox_loss: 0.8574 - mrcnn_mask_loss: 0.7475image_id 285

37/100 [==========>...................] - ETA: 4:57 - loss: 2.6503 - rpn_class_loss: 0.0468 - rpn_bbox_loss: 0.6275 - mrcnn_class_loss: 0.3874 - mrcnn_bbox_loss: 0.8478 - mrcnn_mask_loss: 0.7408image_id 631

38/100 [==========>...................] - ETA: 4:52 - loss: 2.6148 - rpn_class_loss: 0.0456 - rpn_bbox_loss: 0.6147 - mrcnn_class_loss: 0.3776 - mrcnn_bbox_loss: 0.8481 - mrcnn_mask_loss: 0.7288image_id 29

39/100 [==========>...................] - ETA: 4:47 - loss: 2.5939 - rpn_class_loss: 0.0472 - rpn_bbox_loss: 0.6056 - mrcnn_class_loss: 0.3717 - mrcnn_bbox_loss: 0.8457 - mrcnn_mask_loss: 0.7237image_id 680

40/100 [===========>..................] - ETA: 4:42 - loss: 2.5953 - rpn_class_loss: 0.0465 - rpn_bbox_loss: 0.6146 - mrcnn_class_loss: 0.3655 - mrcnn_bbox_loss: 0.8490 - mrcnn_mask_loss: 0.7197image_id 267

41/100 [===========>..................] - ETA: 4:37 - loss: 2.5900 - rpn_class_loss: 0.0463 - rpn_bbox_loss: 0.6095 - mrcnn_class_loss: 0.3799 - mrcnn_bbox_loss: 0.8405 - mrcnn_mask_loss: 0.7138image_id 75

42/100 [===========>..................] - ETA: 4:33 - loss: 2.6026 - rpn_class_loss: 0.0479 - rpn_bbox_loss: 0.6140 - mrcnn_class_loss: 0.3867 - mrcnn_bbox_loss: 0.8412 - mrcnn_mask_loss: 0.7128image_id 130

43/100 [===========>..................] - ETA: 4:28 - loss: 2.5826 - rpn_class_loss: 0.0478 - rpn_bbox_loss: 0.6060 - mrcnn_class_loss: 0.3861 - mrcnn_bbox_loss: 0.8326 - mrcnn_mask_loss: 0.7101image_id 646

44/100 [============>.................] - ETA: 4:23 - loss: 2.5682 - rpn_class_loss: 0.0473 - rpn_bbox_loss: 0.6032 - mrcnn_class_loss: 0.3847 - mrcnn_bbox_loss: 0.8289 - mrcnn_mask_loss: 0.7042image_id 54

45/100 [============>.................] - ETA: 4:18 - loss: 2.5522 - rpn_class_loss: 0.0473 - rpn_bbox_loss: 0.5970 - mrcnn_class_loss: 0.3804 - mrcnn_bbox_loss: 0.8231 - mrcnn_mask_loss: 0.7045image_id 706

46/100 [============>.................] - ETA: 4:14 - loss: 2.5470 - rpn_class_loss: 0.0466 - rpn_bbox_loss: 0.5898 - mrcnn_class_loss: 0.3851 - mrcnn_bbox_loss: 0.8248 - mrcnn_mask_loss: 0.7007image_id 182

47/100 [=============>................] - ETA: 4:09 - loss: 2.5231 - rpn_class_loss: 0.0466 - rpn_bbox_loss: 0.5800 - mrcnn_class_loss: 0.3838 - mrcnn_bbox_loss: 0.8190 - mrcnn_mask_loss: 0.6937image_id 727

48/100 [=============>................] - ETA: 4:04 - loss: 2.4881 - rpn_class_loss: 0.0459 - rpn_bbox_loss: 0.5700 - mrcnn_class_loss: 0.3780 - mrcnn_bbox_loss: 0.8074 - mrcnn_mask_loss: 0.6868image_id 783

49/100 [=============>................] - ETA: 3:59 - loss: 2.4546 - rpn_class_loss: 0.0449 - rpn_bbox_loss: 0.5602 - mrcnn_class_loss: 0.3720 - mrcnn_bbox_loss: 0.7990 - mrcnn_mask_loss: 0.6784image_id 310

50/100 [==============>...............] - ETA: 3:54 - loss: 2.4443 - rpn_class_loss: 0.0441 - rpn_bbox_loss: 0.5584 - mrcnn_class_loss: 0.3711 - mrcnn_bbox_loss: 0.7968 - mrcnn_mask_loss: 0.6738image_id 8

51/100 [==============>...............] - ETA: 3:50 - loss: 2.4413 - rpn_class_loss: 0.0439 - rpn_bbox_loss: 0.5665 - mrcnn_class_loss: 0.3663 - mrcnn_bbox_loss: 0.7937 - mrcnn_mask_loss: 0.6709image_id 21

52/100 [==============>...............] - ETA: 3:45 - loss: 2.4293 - rpn_class_loss: 0.0437 - rpn_bbox_loss: 0.5620 - mrcnn_class_loss: 0.3631 - mrcnn_bbox_loss: 0.7939 - mrcnn_mask_loss: 0.6667image_id 470

53/100 [==============>...............] - ETA: 3:40 - loss: 2.4391 - rpn_class_loss: 0.0434 - rpn_bbox_loss: 0.5656 - mrcnn_class_loss: 0.3674 - mrcnn_bbox_loss: 0.7954 - mrcnn_mask_loss: 0.6673image_id 410

54/100 [===============>..............] - ETA: 3:35 - loss: 2.4191 - rpn_class_loss: 0.0433 - rpn_bbox_loss: 0.5583 - mrcnn_class_loss: 0.3652 - mrcnn_bbox_loss: 0.7876 - mrcnn_mask_loss: 0.6648image_id 404

55/100 [===============>..............] - ETA: 3:31 - loss: 2.4187 - rpn_class_loss: 0.0432 - rpn_bbox_loss: 0.5650 - mrcnn_class_loss: 0.3632 - mrcnn_bbox_loss: 0.7857 - mrcnn_mask_loss: 0.6616image_id 684

56/100 [===============>..............] - ETA: 3:26 - loss: 2.4056 - rpn_class_loss: 0.0424 - rpn_bbox_loss: 0.5610 - mrcnn_class_loss: 0.3595 - mrcnn_bbox_loss: 0.7868 - mrcnn_mask_loss: 0.6558image_id 507

57/100 [================>.............] - ETA: 3:21 - loss: 2.3779 - rpn_class_loss: 0.0419 - rpn_bbox_loss: 0.5523 - mrcnn_class_loss: 0.3545 - mrcnn_bbox_loss: 0.7802 - mrcnn_mask_loss: 0.6490image_id 13

58/100 [================>.............] - ETA: 3:16 - loss: 2.3619 - rpn_class_loss: 0.0412 - rpn_bbox_loss: 0.5520 - mrcnn_class_loss: 0.3496 - mrcnn_bbox_loss: 0.7767 - mrcnn_mask_loss: 0.6424image_id 161

59/100 [================>.............] - ETA: 3:12 - loss: 2.3545 - rpn_class_loss: 0.0410 - rpn_bbox_loss: 0.5481 - mrcnn_class_loss: 0.3497 - mrcnn_bbox_loss: 0.7773 - mrcnn_mask_loss: 0.6384image_id 193

60/100 [=================>............] - ETA: 3:07 - loss: 2.3463 - rpn_class_loss: 0.0409 - rpn_bbox_loss: 0.5403 - mrcnn_class_loss: 0.3539 - mrcnn_bbox_loss: 0.7739 - mrcnn_mask_loss: 0.6374image_id 791

61/100 [=================>............] - ETA: 3:02 - loss: 2.3469 - rpn_class_loss: 0.0428 - rpn_bbox_loss: 0.5435 - mrcnn_class_loss: 0.3499 - mrcnn_bbox_loss: 0.7745 - mrcnn_mask_loss: 0.6362image_id 252

62/100 [=================>............] - ETA: 2:58 - loss: 2.3485 - rpn_class_loss: 0.0428 - rpn_bbox_loss: 0.5438 - mrcnn_class_loss: 0.3504 - mrcnn_bbox_loss: 0.7781 - mrcnn_mask_loss: 0.6334image_id 615

63/100 [=================>............] - ETA: 2:53 - loss: 2.3240 - rpn_class_loss: 0.0422 - rpn_bbox_loss: 0.5388 - mrcnn_class_loss: 0.3459 - mrcnn_bbox_loss: 0.7710 - mrcnn_mask_loss: 0.6262image_id 113

64/100 [==================>...........] - ETA: 2:48 - loss: 2.3173 - rpn_class_loss: 0.0415 - rpn_bbox_loss: 0.5338 - mrcnn_class_loss: 0.3457 - mrcnn_bbox_loss: 0.7715 - mrcnn_mask_loss: 0.6248image_id 787

65/100 [==================>...........] - ETA: 2:43 - loss: 2.3028 - rpn_class_loss: 0.0411 - rpn_bbox_loss: 0.5290 - mrcnn_class_loss: 0.3441 - mrcnn_bbox_loss: 0.7683 - mrcnn_mask_loss: 0.6204image_id 551

66/100 [==================>...........] - ETA: 2:39 - loss: 2.2859 - rpn_class_loss: 0.0412 - rpn_bbox_loss: 0.5235 - mrcnn_class_loss: 0.3424 - mrcnn_bbox_loss: 0.7638 - mrcnn_mask_loss: 0.6151image_id 96

67/100 [===================>..........] - ETA: 2:34 - loss: 2.2735 - rpn_class_loss: 0.0409 - rpn_bbox_loss: 0.5184 - mrcnn_class_loss: 0.3432 - mrcnn_bbox_loss: 0.7589 - mrcnn_mask_loss: 0.6122image_id 781

68/100 [===================>..........] - ETA: 2:29 - loss: 2.2574 - rpn_class_loss: 0.0403 - rpn_bbox_loss: 0.5183 - mrcnn_class_loss: 0.3400 - mrcnn_bbox_loss: 0.7523 - mrcnn_mask_loss: 0.6064image_id 216

69/100 [===================>..........] - ETA: 2:25 - loss: 2.2418 - rpn_class_loss: 0.0399 - rpn_bbox_loss: 0.5132 - mrcnn_class_loss: 0.3397 - mrcnn_bbox_loss: 0.7462 - mrcnn_mask_loss: 0.6029image_id 436

70/100 [====================>.........] - ETA: 2:20 - loss: 2.2374 - rpn_class_loss: 0.0396 - rpn_bbox_loss: 0.5128 - mrcnn_class_loss: 0.3358 - mrcnn_bbox_loss: 0.7491 - mrcnn_mask_loss: 0.6002image_id 584

71/100 [====================>.........] - ETA: 2:15 - loss: 2.2307 - rpn_class_loss: 0.0396 - rpn_bbox_loss: 0.5104 - mrcnn_class_loss: 0.3344 - mrcnn_bbox_loss: 0.7453 - mrcnn_mask_loss: 0.6010image_id 801

72/100 [====================>.........] - ETA: 2:10 - loss: 2.2167 - rpn_class_loss: 0.0391 - rpn_bbox_loss: 0.5055 - mrcnn_class_loss: 0.3363 - mrcnn_bbox_loss: 0.7387 - mrcnn_mask_loss: 0.5971image_id 48

73/100 [====================>.........] - ETA: 2:06 - loss: 2.2101 - rpn_class_loss: 0.0387 - rpn_bbox_loss: 0.5019 - mrcnn_class_loss: 0.3377 - mrcnn_bbox_loss: 0.7376 - mrcnn_mask_loss: 0.5942image_id 286

74/100 [=====================>........] - ETA: 2:01 - loss: 2.1977 - rpn_class_loss: 0.0384 - rpn_bbox_loss: 0.4965 - mrcnn_class_loss: 0.3374 - mrcnn_bbox_loss: 0.7362 - mrcnn_mask_loss: 0.5892image_id 738

75/100 [=====================>........] - ETA: 1:56 - loss: 2.1908 - rpn_class_loss: 0.0380 - rpn_bbox_loss: 0.4940 - mrcnn_class_loss: 0.3337 - mrcnn_bbox_loss: 0.7388 - mrcnn_mask_loss: 0.5863image_id 355

76/100 [=====================>........] - ETA: 1:52 - loss: 2.1774 - rpn_class_loss: 0.0380 - rpn_bbox_loss: 0.4899 - mrcnn_class_loss: 0.3315 - mrcnn_bbox_loss: 0.7358 - mrcnn_mask_loss: 0.5821image_id 126

77/100 [======================>.......] - ETA: 1:47 - loss: 2.1724 - rpn_class_loss: 0.0380 - rpn_bbox_loss: 0.4854 - mrcnn_class_loss: 0.3288 - mrcnn_bbox_loss: 0.7382 - mrcnn_mask_loss: 0.5820image_id 753

78/100 [======================>.......] - ETA: 1:42 - loss: 2.1538 - rpn_class_loss: 0.0376 - rpn_bbox_loss: 0.4822 - mrcnn_class_loss: 0.3251 - mrcnn_bbox_loss: 0.7327 - mrcnn_mask_loss: 0.5762image_id 108

79/100 [======================>.......] - ETA: 1:38 - loss: 2.1593 - rpn_class_loss: 0.0382 - rpn_bbox_loss: 0.4853 - mrcnn_class_loss: 0.3234 - mrcnn_bbox_loss: 0.7381 - mrcnn_mask_loss: 0.5743image_id 384

80/100 [=======================>......] - ETA: 1:33 - loss: 2.1620 - rpn_class_loss: 0.0379 - rpn_bbox_loss: 0.4833 - mrcnn_class_loss: 0.3212 - mrcnn_bbox_loss: 0.7422 - mrcnn_mask_loss: 0.5774image_id 303

81/100 [=======================>......] - ETA: 1:28 - loss: 2.1669 - rpn_class_loss: 0.0382 - rpn_bbox_loss: 0.4832 - mrcnn_class_loss: 0.3253 - mrcnn_bbox_loss: 0.7450 - mrcnn_mask_loss: 0.5753image_id 541

82/100 [=======================>......] - ETA: 1:24 - loss: 2.1757 - rpn_class_loss: 0.0379 - rpn_bbox_loss: 0.4833 - mrcnn_class_loss: 0.3333 - mrcnn_bbox_loss: 0.7415 - mrcnn_mask_loss: 0.5796image_id 746

83/100 [=======================>......] - ETA: 1:19 - loss: 2.1695 - rpn_class_loss: 0.0378 - rpn_bbox_loss: 0.4846 - mrcnn_class_loss: 0.3316 - mrcnn_bbox_loss: 0.7391 - mrcnn_mask_loss: 0.5763image_id 275

84/100 [========================>.....] - ETA: 1:14 - loss: 2.1558 - rpn_class_loss: 0.0374 - rpn_bbox_loss: 0.4817 - mrcnn_class_loss: 0.3294 - mrcnn_bbox_loss: 0.7334 - mrcnn_mask_loss: 0.5739image_id 207

85/100 [========================>.....] - ETA: 1:10 - loss: 2.1528 - rpn_class_loss: 0.0372 - rpn_bbox_loss: 0.4802 - mrcnn_class_loss: 0.3275 - mrcnn_bbox_loss: 0.7343 - mrcnn_mask_loss: 0.5735image_id 306

86/100 [========================>.....] - ETA: 1:05 - loss: 2.1481 - rpn_class_loss: 0.0371 - rpn_bbox_loss: 0.4785 - mrcnn_class_loss: 0.3267 - mrcnn_bbox_loss: 0.7337 - mrcnn_mask_loss: 0.5721image_id 257

87/100 [=========================>....] - ETA: 1:00 - loss: 2.1531 - rpn_class_loss: 0.0373 - rpn_bbox_loss: 0.4823 - mrcnn_class_loss: 0.3249 - mrcnn_bbox_loss: 0.7380 - mrcnn_mask_loss: 0.5705image_id 364

88/100 [=========================>....] - ETA: 55s - loss: 2.1482 - rpn_class_loss: 0.0370 - rpn_bbox_loss: 0.4782 - mrcnn_class_loss: 0.3252 - mrcnn_bbox_loss: 0.7370 - mrcnn_mask_loss: 0.5709 image_id 334

89/100 [=========================>....] - ETA: 51s - loss: 2.1550 - rpn_class_loss: 0.0380 - rpn_bbox_loss: 0.4743 - mrcnn_class_loss: 0.3332 - mrcnn_bbox_loss: 0.7391 - mrcnn_mask_loss: 0.5704image_id 633

90/100 [==========================>...] - ETA: 46s - loss: 2.1536 - rpn_class_loss: 0.0384 - rpn_bbox_loss: 0.4735 - mrcnn_class_loss: 0.3306 - mrcnn_bbox_loss: 0.7407 - mrcnn_mask_loss: 0.5704image_id 434

91/100 [==========================>...] - ETA: 41s - loss: 2.1417 - rpn_class_loss: 0.0382 - rpn_bbox_loss: 0.4719 - mrcnn_class_loss: 0.3291 - mrcnn_bbox_loss: 0.7355 - mrcnn_mask_loss: 0.5671image_id 365

92/100 [==========================>...] - ETA: 37s - loss: 2.1317 - rpn_class_loss: 0.0378 - rpn_bbox_loss: 0.4682 - mrcnn_class_loss: 0.3287 - mrcnn_bbox_loss: 0.7331 - mrcnn_mask_loss: 0.5639image_id 773

93/100 [==========================>...] - ETA: 32s - loss: 2.1236 - rpn_class_loss: 0.0386 - rpn_bbox_loss: 0.4696 - mrcnn_class_loss: 0.3256 - mrcnn_bbox_loss: 0.7278 - mrcnn_mask_loss: 0.5620image_id 409

94/100 [===========================>..] - ETA: 27s - loss: 2.1089 - rpn_class_loss: 0.0385 - rpn_bbox_loss: 0.4662 - mrcnn_class_loss: 0.3227 - mrcnn_bbox_loss: 0.7235 - mrcnn_mask_loss: 0.5579image_id 231

95/100 [===========================>..] - ETA: 23s - loss: 2.1077 - rpn_class_loss: 0.0383 - rpn_bbox_loss: 0.4620 - mrcnn_class_loss: 0.3216 - mrcnn_bbox_loss: 0.7278 - mrcnn_mask_loss: 0.5580image_id 431

96/100 [===========================>..] - ETA: 18s - loss: 2.1114 - rpn_class_loss: 0.0382 - rpn_bbox_loss: 0.4629 - mrcnn_class_loss: 0.3220 - mrcnn_bbox_loss: 0.7322 - mrcnn_mask_loss: 0.5561image_id 555

97/100 [============================>.] - ETA: 13s - loss: 2.1151 - rpn_class_loss: 0.0381 - rpn_bbox_loss: 0.4713 - mrcnn_class_loss: 0.3202 - mrcnn_bbox_loss: 0.7316 - mrcnn_mask_loss: 0.5539image_id 782

98/100 [============================>.] - ETA: 9s - loss: 2.1039 - rpn_class_loss: 0.0377 - rpn_bbox_loss: 0.4686 - mrcnn_class_loss: 0.3180 - mrcnn_bbox_loss: 0.7288 - mrcnn_mask_loss: 0.5508 image_id 50

99/100 [============================>.] - ETA: 4s - loss: 2.0938 - rpn_class_loss: 0.0376 - rpn_bbox_loss: 0.4658 - mrcnn_class_loss: 0.3165 - mrcnn_bbox_loss: 0.7261 - mrcnn_mask_loss: 0.5478image_id 78

image_id 6

image_id 2

image_id 4

image_id 1

image_id 3

100/100 [==============================] - 481s 5s/step - loss: 2.0844 - rpn_class_loss: 0.0372 - rpn_bbox_loss: 0.4662 - mrcnn_class_loss: 0.3142 - mrcnn_bbox_loss: 0.7228 - mrcnn_mask_loss: 0.5440 - val_loss: 2.0086 - val_rpn_class_loss: 0.0176 - val_rpn_bbox_loss: 0.5003 - val_mrcnn_class_loss: 0.3260 - val_mrcnn_bbox_loss: 0.6645 - val_mrcnn_mask_loss: 0.5001

Epoch 2/10

image_id 390

1/100 [..............................] - ETA: 7:55 - loss: 1.3935 - rpn_class_loss: 0.0249 - rpn_bbox_loss: 0.1788 - mrcnn_class_loss: 0.1879 - mrcnn_bbox_loss: 0.4760 - mrcnn_mask_loss: 0.5259image_id 658

2/100 [..............................] - ETA: 7:45 - loss: 3.0011 - rpn_class_loss: 0.0289 - rpn_bbox_loss: 2.0525 - mrcnn_class_loss: 0.0975 - mrcnn_bbox_loss: 0.4284 - mrcnn_mask_loss: 0.3939image_id 619

3/100 [..............................] - ETA: 7:34 - loss: 2.3378 - rpn_class_loss: 0.0224 - rpn_bbox_loss: 1.4252 - mrcnn_class_loss: 0.1167 - mrcnn_bbox_loss: 0.4504 - mrcnn_mask_loss: 0.3231image_id 403

4/100 [>.............................] - ETA: 7:30 - loss: 2.4130 - rpn_class_loss: 0.0255 - rpn_bbox_loss: 1.2988 - mrcnn_class_loss: 0.1781 - mrcnn_bbox_loss: 0.5062 - mrcnn_mask_loss: 0.4045image_id 160

5/100 [>.............................] - ETA: 7:24 - loss: 2.3620 - rpn_class_loss: 0.0285 - rpn_bbox_loss: 1.1040 - mrcnn_class_loss: 0.2248 - mrcnn_bbox_loss: 0.5628 - mrcnn_mask_loss: 0.4419image_id 348

6/100 [>.............................] - ETA: 7:18 - loss: 2.1267 - rpn_class_loss: 0.0253 - rpn_bbox_loss: 0.9397 - mrcnn_class_loss: 0.2090 - mrcnn_bbox_loss: 0.5418 - mrcnn_mask_loss: 0.4109image_id 269

7/100 [=>............................] - ETA: 7:13 - loss: 2.0197 - rpn_class_loss: 0.0218 - rpn_bbox_loss: 0.8278 - mrcnn_class_loss: 0.1870 - mrcnn_bbox_loss: 0.6081 - mrcnn_mask_loss: 0.3751image_id 347

8/100 [=>............................] - ETA: 7:08 - loss: 1.8401 - rpn_class_loss: 0.0203 - rpn_bbox_loss: 0.7260 - mrcnn_class_loss: 0.1796 - mrcnn_bbox_loss: 0.5646 - mrcnn_mask_loss: 0.3496image_id 546

9/100 [=>............................] - ETA: 7:03 - loss: 1.7887 - rpn_class_loss: 0.0186 - rpn_bbox_loss: 0.6610 - mrcnn_class_loss: 0.1688 - mrcnn_bbox_loss: 0.6103 - mrcnn_mask_loss: 0.3301image_id 378

10/100 [==>...........................] - ETA: 6:58 - loss: 1.7343 - rpn_class_loss: 0.0180 - rpn_bbox_loss: 0.6076 - mrcnn_class_loss: 0.1749 - mrcnn_bbox_loss: 0.6143 - mrcnn_mask_loss: 0.3196image_id 455

11/100 [==>...........................] - ETA: 6:54 - loss: 1.6490 - rpn_class_loss: 0.0165 - rpn_bbox_loss: 0.5616 - mrcnn_class_loss: 0.1720 - mrcnn_bbox_loss: 0.5962 - mrcnn_mask_loss: 0.3026image_id 123

12/100 [==>...........................] - ETA: 6:49 - loss: 1.5681 - rpn_class_loss: 0.0162 - rpn_bbox_loss: 0.5243 - mrcnn_class_loss: 0.1652 - mrcnn_bbox_loss: 0.5711 - mrcnn_mask_loss: 0.2913image_id 419

13/100 [==>...........................] - ETA: 6:45 - loss: 1.5408 - rpn_class_loss: 0.0174 - rpn_bbox_loss: 0.4945 - mrcnn_class_loss: 0.1666 - mrcnn_bbox_loss: 0.5736 - mrcnn_mask_loss: 0.2887image_id 121

14/100 [===>..........................] - ETA: 6:40 - loss: 1.5547 - rpn_class_loss: 0.0212 - rpn_bbox_loss: 0.4719 - mrcnn_class_loss: 0.1792 - mrcnn_bbox_loss: 0.5718 - mrcnn_mask_loss: 0.3105image_id 376

15/100 [===>..........................] - ETA: 6:35 - loss: 1.5444 - rpn_class_loss: 0.0199 - rpn_bbox_loss: 0.4481 - mrcnn_class_loss: 0.1873 - mrcnn_bbox_loss: 0.5754 - mrcnn_mask_loss: 0.3137image_id 112

16/100 [===>..........................] - ETA: 6:30 - loss: 1.5855 - rpn_class_loss: 0.0213 - rpn_bbox_loss: 0.4667 - mrcnn_class_loss: 0.2089 - mrcnn_bbox_loss: 0.5722 - mrcnn_mask_loss: 0.3163image_id 37

17/100 [====>.........................] - ETA: 6:25 - loss: 1.6057 - rpn_class_loss: 0.0206 - rpn_bbox_loss: 0.4609 - mrcnn_class_loss: 0.2221 - mrcnn_bbox_loss: 0.5752 - mrcnn_mask_loss: 0.3269image_id 639

18/100 [====>.........................] - ETA: 6:21 - loss: 1.5537 - rpn_class_loss: 0.0197 - rpn_bbox_loss: 0.4393 - mrcnn_class_loss: 0.2121 - mrcnn_bbox_loss: 0.5657 - mrcnn_mask_loss: 0.3169image_id 177

19/100 [====>.........................] - ETA: 6:16 - loss: 1.5231 - rpn_class_loss: 0.0187 - rpn_bbox_loss: 0.4248 - mrcnn_class_loss: 0.2092 - mrcnn_bbox_loss: 0.5600 - mrcnn_mask_loss: 0.3104image_id 311

20/100 [=====>........................] - ETA: 6:11 - loss: 1.4902 - rpn_class_loss: 0.0178 - rpn_bbox_loss: 0.4147 - mrcnn_class_loss: 0.2076 - mrcnn_bbox_loss: 0.5480 - mrcnn_mask_loss: 0.3021image_id 536

21/100 [=====>........................] - ETA: 6:06 - loss: 1.4922 - rpn_class_loss: 0.0175 - rpn_bbox_loss: 0.4065 - mrcnn_class_loss: 0.2093 - mrcnn_bbox_loss: 0.5391 - mrcnn_mask_loss: 0.3198image_id 544

22/100 [=====>........................] - ETA: 6:01 - loss: 1.4966 - rpn_class_loss: 0.0179 - rpn_bbox_loss: 0.4098 - mrcnn_class_loss: 0.2061 - mrcnn_bbox_loss: 0.5366 - mrcnn_mask_loss: 0.3262image_id 386

23/100 [=====>........................] - ETA: 5:57 - loss: 1.4822 - rpn_class_loss: 0.0189 - rpn_bbox_loss: 0.4054 - mrcnn_class_loss: 0.2013 - mrcnn_bbox_loss: 0.5286 - mrcnn_mask_loss: 0.3281image_id 577

24/100 [======>.......................] - ETA: 5:52 - loss: 1.4985 - rpn_class_loss: 0.0188 - rpn_bbox_loss: 0.3982 - mrcnn_class_loss: 0.2051 - mrcnn_bbox_loss: 0.5375 - mrcnn_mask_loss: 0.3389image_id 143

25/100 [======>.......................] - ETA: 5:48 - loss: 1.5007 - rpn_class_loss: 0.0203 - rpn_bbox_loss: 0.3977 - mrcnn_class_loss: 0.2015 - mrcnn_bbox_loss: 0.5344 - mrcnn_mask_loss: 0.3467image_id 638

26/100 [======>.......................] - ETA: 5:43 - loss: 1.5080 - rpn_class_loss: 0.0208 - rpn_bbox_loss: 0.3883 - mrcnn_class_loss: 0.1977 - mrcnn_bbox_loss: 0.5361 - mrcnn_mask_loss: 0.3650image_id 567

27/100 [=======>......................] - ETA: 5:39 - loss: 1.5203 - rpn_class_loss: 0.0228 - rpn_bbox_loss: 0.3892 - mrcnn_class_loss: 0.2019 - mrcnn_bbox_loss: 0.5381 - mrcnn_mask_loss: 0.3682image_id 395

28/100 [=======>......................] - ETA: 5:34 - loss: 1.5524 - rpn_class_loss: 0.0229 - rpn_bbox_loss: 0.4217 - mrcnn_class_loss: 0.1979 - mrcnn_bbox_loss: 0.5432 - mrcnn_mask_loss: 0.3667image_id 749

29/100 [=======>......................] - ETA: 5:30 - loss: 1.5844 - rpn_class_loss: 0.0221 - rpn_bbox_loss: 0.4488 - mrcnn_class_loss: 0.1950 - mrcnn_bbox_loss: 0.5501 - mrcnn_mask_loss: 0.3684image_id 184

30/100 [========>.....................] - ETA: 5:25 - loss: 1.5840 - rpn_class_loss: 0.0219 - rpn_bbox_loss: 0.4390 - mrcnn_class_loss: 0.1964 - mrcnn_bbox_loss: 0.5507 - mrcnn_mask_loss: 0.3760image_id 153

31/100 [========>.....................] - ETA: 5:20 - loss: 1.6763 - rpn_class_loss: 0.0222 - rpn_bbox_loss: 0.5250 - mrcnn_class_loss: 0.1977 - mrcnn_bbox_loss: 0.5518 - mrcnn_mask_loss: 0.3796image_id 422

32/100 [========>.....................] - ETA: 5:16 - loss: 1.6983 - rpn_class_loss: 0.0219 - rpn_bbox_loss: 0.5165 - mrcnn_class_loss: 0.2059 - mrcnn_bbox_loss: 0.5622 - mrcnn_mask_loss: 0.3920image_id 463

33/100 [========>.....................] - ETA: 5:11 - loss: 1.6771 - rpn_class_loss: 0.0215 - rpn_bbox_loss: 0.5096 - mrcnn_class_loss: 0.2048 - mrcnn_bbox_loss: 0.5498 - mrcnn_mask_loss: 0.3914image_id 673

34/100 [=========>....................] - ETA: 5:06 - loss: 1.6639 - rpn_class_loss: 0.0213 - rpn_bbox_loss: 0.4981 - mrcnn_class_loss: 0.2017 - mrcnn_bbox_loss: 0.5471 - mrcnn_mask_loss: 0.3957image_id 569

35/100 [=========>....................] - ETA: 5:02 - loss: 1.6846 - rpn_class_loss: 0.0215 - rpn_bbox_loss: 0.5013 - mrcnn_class_loss: 0.2064 - mrcnn_bbox_loss: 0.5564 - mrcnn_mask_loss: 0.3991image_id 233

36/100 [=========>....................] - ETA: 4:57 - loss: 1.6762 - rpn_class_loss: 0.0215 - rpn_bbox_loss: 0.4986 - mrcnn_class_loss: 0.2044 - mrcnn_bbox_loss: 0.5503 - mrcnn_mask_loss: 0.4015image_id 597

37/100 [==========>...................] - ETA: 4:52 - loss: 1.6584 - rpn_class_loss: 0.0209 - rpn_bbox_loss: 0.4952 - mrcnn_class_loss: 0.2020 - mrcnn_bbox_loss: 0.5450 - mrcnn_mask_loss: 0.3954image_id 499

38/100 [==========>...................] - ETA: 4:47 - loss: 1.6399 - rpn_class_loss: 0.0205 - rpn_bbox_loss: 0.4824 - mrcnn_class_loss: 0.2021 - mrcnn_bbox_loss: 0.5417 - mrcnn_mask_loss: 0.3931image_id 548

39/100 [==========>...................] - ETA: 4:43 - loss: 1.6410 - rpn_class_loss: 0.0203 - rpn_bbox_loss: 0.4762 - mrcnn_class_loss: 0.2079 - mrcnn_bbox_loss: 0.5399 - mrcnn_mask_loss: 0.3968image_id 194

40/100 [===========>..................] - ETA: 4:38 - loss: 1.6232 - rpn_class_loss: 0.0200 - rpn_bbox_loss: 0.4740 - mrcnn_class_loss: 0.2068 - mrcnn_bbox_loss: 0.5317 - mrcnn_mask_loss: 0.3907image_id 354

41/100 [===========>..................] - ETA: 4:34 - loss: 1.6613 - rpn_class_loss: 0.0201 - rpn_bbox_loss: 0.4822 - mrcnn_class_loss: 0.2095 - mrcnn_bbox_loss: 0.5371 - mrcnn_mask_loss: 0.4124image_id 397

42/100 [===========>..................] - ETA: 4:29 - loss: 1.6924 - rpn_class_loss: 0.0202 - rpn_bbox_loss: 0.5080 - mrcnn_class_loss: 0.2110 - mrcnn_bbox_loss: 0.5397 - mrcnn_mask_loss: 0.4135image_id 525

43/100 [===========>..................] - ETA: 4:24 - loss: 1.7065 - rpn_class_loss: 0.0205 - rpn_bbox_loss: 0.5097 - mrcnn_class_loss: 0.2105 - mrcnn_bbox_loss: 0.5496 - mrcnn_mask_loss: 0.4162image_id 412

44/100 [============>.................] - ETA: 4:19 - loss: 1.6929 - rpn_class_loss: 0.0203 - rpn_bbox_loss: 0.5023 - mrcnn_class_loss: 0.2105 - mrcnn_bbox_loss: 0.5486 - mrcnn_mask_loss: 0.4111image_id 215

45/100 [============>.................] - ETA: 4:15 - loss: 1.7010 - rpn_class_loss: 0.0206 - rpn_bbox_loss: 0.5023 - mrcnn_class_loss: 0.2131 - mrcnn_bbox_loss: 0.5510 - mrcnn_mask_loss: 0.4139image_id 265

46/100 [============>.................] - ETA: 4:10 - loss: 1.7003 - rpn_class_loss: 0.0203 - rpn_bbox_loss: 0.4993 - mrcnn_class_loss: 0.2100 - mrcnn_bbox_loss: 0.5590 - mrcnn_mask_loss: 0.4117image_id 481

47/100 [=============>................] - ETA: 4:05 - loss: 1.6830 - rpn_class_loss: 0.0199 - rpn_bbox_loss: 0.4915 - mrcnn_class_loss: 0.2090 - mrcnn_bbox_loss: 0.5525 - mrcnn_mask_loss: 0.4100image_id 650

48/100 [=============>................] - ETA: 4:00 - loss: 1.6746 - rpn_class_loss: 0.0198 - rpn_bbox_loss: 0.4830 - mrcnn_class_loss: 0.2050 - mrcnn_bbox_loss: 0.5490 - mrcnn_mask_loss: 0.4178image_id 626

49/100 [=============>................] - ETA: 3:56 - loss: 1.6913 - rpn_class_loss: 0.0197 - rpn_bbox_loss: 0.4922 - mrcnn_class_loss: 0.2080 - mrcnn_bbox_loss: 0.5546 - mrcnn_mask_loss: 0.4168image_id 46

50/100 [==============>...............] - ETA: 3:51 - loss: 1.6854 - rpn_class_loss: 0.0199 - rpn_bbox_loss: 0.4903 - mrcnn_class_loss: 0.2127 - mrcnn_bbox_loss: 0.5497 - mrcnn_mask_loss: 0.4128image_id 176

51/100 [==============>...............] - ETA: 3:46 - loss: 1.6685 - rpn_class_loss: 0.0196 - rpn_bbox_loss: 0.4860 - mrcnn_class_loss: 0.2095 - mrcnn_bbox_loss: 0.5455 - mrcnn_mask_loss: 0.4079image_id 721

52/100 [==============>...............] - ETA: 3:42 - loss: 1.6616 - rpn_class_loss: 0.0193 - rpn_bbox_loss: 0.4843 - mrcnn_class_loss: 0.2093 - mrcnn_bbox_loss: 0.5411 - mrcnn_mask_loss: 0.4077image_id 401

53/100 [==============>...............] - ETA: 3:37 - loss: 1.6783 - rpn_class_loss: 0.0197 - rpn_bbox_loss: 0.4920 - mrcnn_class_loss: 0.2062 - mrcnn_bbox_loss: 0.5538 - mrcnn_mask_loss: 0.4067image_id 389

54/100 [===============>..............] - ETA: 3:33 - loss: 1.6724 - rpn_class_loss: 0.0193 - rpn_bbox_loss: 0.4878 - mrcnn_class_loss: 0.2051 - mrcnn_bbox_loss: 0.5485 - mrcnn_mask_loss: 0.4117image_id 137

55/100 [===============>..............] - ETA: 3:28 - loss: 1.6834 - rpn_class_loss: 0.0194 - rpn_bbox_loss: 0.4859 - mrcnn_class_loss: 0.2135 - mrcnn_bbox_loss: 0.5518 - mrcnn_mask_loss: 0.4127image_id 345

56/100 [===============>..............] - ETA: 3:23 - loss: 1.6698 - rpn_class_loss: 0.0192 - rpn_bbox_loss: 0.4789 - mrcnn_class_loss: 0.2150 - mrcnn_bbox_loss: 0.5484 - mrcnn_mask_loss: 0.4082image_id 179

57/100 [================>.............] - ETA: 3:18 - loss: 1.7045 - rpn_class_loss: 0.0215 - rpn_bbox_loss: 0.4859 - mrcnn_class_loss: 0.2281 - mrcnn_bbox_loss: 0.5584 - mrcnn_mask_loss: 0.4106image_id 374

58/100 [================>.............] - ETA: 3:14 - loss: 1.6967 - rpn_class_loss: 0.0231 - rpn_bbox_loss: 0.4972 - mrcnn_class_loss: 0.2242 - mrcnn_bbox_loss: 0.5488 - mrcnn_mask_loss: 0.4035image_id 730

59/100 [================>.............] - ETA: 3:09 - loss: 1.7401 - rpn_class_loss: 0.0230 - rpn_bbox_loss: 0.5305 - mrcnn_class_loss: 0.2288 - mrcnn_bbox_loss: 0.5539 - mrcnn_mask_loss: 0.4039image_id 559

60/100 [=================>............] - ETA: 3:05 - loss: 1.7299 - rpn_class_loss: 0.0228 - rpn_bbox_loss: 0.5250 - mrcnn_class_loss: 0.2266 - mrcnn_bbox_loss: 0.5509 - mrcnn_mask_loss: 0.4046image_id 166

61/100 [=================>............] - ETA: 3:00 - loss: 1.7345 - rpn_class_loss: 0.0226 - rpn_bbox_loss: 0.5256 - mrcnn_class_loss: 0.2262 - mrcnn_bbox_loss: 0.5505 - mrcnn_mask_loss: 0.4097image_id 227

62/100 [=================>............] - ETA: 2:55 - loss: 1.7405 - rpn_class_loss: 0.0231 - rpn_bbox_loss: 0.5212 - mrcnn_class_loss: 0.2288 - mrcnn_bbox_loss: 0.5533 - mrcnn_mask_loss: 0.4142image_id 607

63/100 [=================>............] - ETA: 2:51 - loss: 1.7258 - rpn_class_loss: 0.0228 - rpn_bbox_loss: 0.5153 - mrcnn_class_loss: 0.2263 - mrcnn_bbox_loss: 0.5483 - mrcnn_mask_loss: 0.4131image_id 62

64/100 [==================>...........] - ETA: 2:46 - loss: 1.7237 - rpn_class_loss: 0.0227 - rpn_bbox_loss: 0.5116 - mrcnn_class_loss: 0.2283 - mrcnn_bbox_loss: 0.5454 - mrcnn_mask_loss: 0.4157image_id 579

65/100 [==================>...........] - ETA: 2:41 - loss: 1.7099 - rpn_class_loss: 0.0224 - rpn_bbox_loss: 0.5049 - mrcnn_class_loss: 0.2298 - mrcnn_bbox_loss: 0.5401 - mrcnn_mask_loss: 0.4128image_id 620

66/100 [==================>...........] - ETA: 2:37 - loss: 1.6970 - rpn_class_loss: 0.0220 - rpn_bbox_loss: 0.5026 - mrcnn_class_loss: 0.2282 - mrcnn_bbox_loss: 0.5355 - mrcnn_mask_loss: 0.4086image_id 587

67/100 [===================>..........] - ETA: 2:32 - loss: 1.6888 - rpn_class_loss: 0.0218 - rpn_bbox_loss: 0.4974 - mrcnn_class_loss: 0.2280 - mrcnn_bbox_loss: 0.5345 - mrcnn_mask_loss: 0.4071image_id 156

68/100 [===================>..........] - ETA: 2:28 - loss: 1.6819 - rpn_class_loss: 0.0217 - rpn_bbox_loss: 0.4931 - mrcnn_class_loss: 0.2261 - mrcnn_bbox_loss: 0.5314 - mrcnn_mask_loss: 0.4097image_id 582

69/100 [===================>..........] - ETA: 2:23 - loss: 1.6781 - rpn_class_loss: 0.0214 - rpn_bbox_loss: 0.4899 - mrcnn_class_loss: 0.2281 - mrcnn_bbox_loss: 0.5283 - mrcnn_mask_loss: 0.4104image_id 326

70/100 [====================>.........] - ETA: 2:18 - loss: 1.6661 - rpn_class_loss: 0.0213 - rpn_bbox_loss: 0.4839 - mrcnn_class_loss: 0.2264 - mrcnn_bbox_loss: 0.5260 - mrcnn_mask_loss: 0.4085image_id 307

71/100 [====================>.........] - ETA: 2:14 - loss: 1.6534 - rpn_class_loss: 0.0212 - rpn_bbox_loss: 0.4791 - mrcnn_class_loss: 0.2245 - mrcnn_bbox_loss: 0.5242 - mrcnn_mask_loss: 0.4045image_id 223

72/100 [====================>.........] - ETA: 2:09 - loss: 1.6624 - rpn_class_loss: 0.0212 - rpn_bbox_loss: 0.4782 - mrcnn_class_loss: 0.2277 - mrcnn_bbox_loss: 0.5251 - mrcnn_mask_loss: 0.4102image_id 467

73/100 [====================>.........] - ETA: 2:04 - loss: 1.6654 - rpn_class_loss: 0.0211 - rpn_bbox_loss: 0.4770 - mrcnn_class_loss: 0.2347 - mrcnn_bbox_loss: 0.5243 - mrcnn_mask_loss: 0.4083image_id 714

74/100 [=====================>........] - ETA: 2:00 - loss: 1.6520 - rpn_class_loss: 0.0208 - rpn_bbox_loss: 0.4731 - mrcnn_class_loss: 0.2322 - mrcnn_bbox_loss: 0.5219 - mrcnn_mask_loss: 0.4041image_id 769

75/100 [=====================>........] - ETA: 1:55 - loss: 1.6657 - rpn_class_loss: 0.0207 - rpn_bbox_loss: 0.4875 - mrcnn_class_loss: 0.2301 - mrcnn_bbox_loss: 0.5257 - mrcnn_mask_loss: 0.4017image_id 0

76/100 [=====================>........] - ETA: 1:50 - loss: 1.6598 - rpn_class_loss: 0.0204 - rpn_bbox_loss: 0.4817 - mrcnn_class_loss: 0.2311 - mrcnn_bbox_loss: 0.5245 - mrcnn_mask_loss: 0.4021image_id 4

77/100 [======================>.......] - ETA: 1:46 - loss: 1.6501 - rpn_class_loss: 0.0202 - rpn_bbox_loss: 0.4790 - mrcnn_class_loss: 0.2287 - mrcnn_bbox_loss: 0.5209 - mrcnn_mask_loss: 0.4013image_id 315

78/100 [======================>.......] - ETA: 1:41 - loss: 1.6431 - rpn_class_loss: 0.0201 - rpn_bbox_loss: 0.4737 - mrcnn_class_loss: 0.2280 - mrcnn_bbox_loss: 0.5201 - mrcnn_mask_loss: 0.4013image_id 625

79/100 [======================>.......] - ETA: 1:37 - loss: 1.6372 - rpn_class_loss: 0.0198 - rpn_bbox_loss: 0.4703 - mrcnn_class_loss: 0.2279 - mrcnn_bbox_loss: 0.5183 - mrcnn_mask_loss: 0.4008image_id 151

80/100 [=======================>......] - ETA: 1:32 - loss: 1.6379 - rpn_class_loss: 0.0198 - rpn_bbox_loss: 0.4653 - mrcnn_class_loss: 0.2266 - mrcnn_bbox_loss: 0.5197 - mrcnn_mask_loss: 0.4065image_id 563

81/100 [=======================>......] - ETA: 1:27 - loss: 1.6303 - rpn_class_loss: 0.0196 - rpn_bbox_loss: 0.4626 - mrcnn_class_loss: 0.2251 - mrcnn_bbox_loss: 0.5194 - mrcnn_mask_loss: 0.4037image_id 661

82/100 [=======================>......] - ETA: 1:23 - loss: 1.6333 - rpn_class_loss: 0.0193 - rpn_bbox_loss: 0.4686 - mrcnn_class_loss: 0.2238 - mrcnn_bbox_loss: 0.5189 - mrcnn_mask_loss: 0.4028image_id 657

83/100 [=======================>......] - ETA: 1:18 - loss: 1.6328 - rpn_class_loss: 0.0192 - rpn_bbox_loss: 0.4689 - mrcnn_class_loss: 0.2231 - mrcnn_bbox_loss: 0.5174 - mrcnn_mask_loss: 0.4043image_id 127

84/100 [========================>.....] - ETA: 1:13 - loss: 1.6421 - rpn_class_loss: 0.0198 - rpn_bbox_loss: 0.4685 - mrcnn_class_loss: 0.2266 - mrcnn_bbox_loss: 0.5218 - mrcnn_mask_loss: 0.4053image_id 537

85/100 [========================>.....] - ETA: 1:09 - loss: 1.6289 - rpn_class_loss: 0.0196 - rpn_bbox_loss: 0.4635 - mrcnn_class_loss: 0.2253 - mrcnn_bbox_loss: 0.5186 - mrcnn_mask_loss: 0.4019image_id 756

86/100 [========================>.....] - ETA: 1:04 - loss: 1.6285 - rpn_class_loss: 0.0197 - rpn_bbox_loss: 0.4598 - mrcnn_class_loss: 0.2276 - mrcnn_bbox_loss: 0.5189 - mrcnn_mask_loss: 0.4025image_id 115

87/100 [=========================>....] - ETA: 1:00 - loss: 1.6435 - rpn_class_loss: 0.0195 - rpn_bbox_loss: 0.4605 - mrcnn_class_loss: 0.2257 - mrcnn_bbox_loss: 0.5232 - mrcnn_mask_loss: 0.4145image_id 25

88/100 [=========================>....] - ETA: 55s - loss: 1.6613 - rpn_class_loss: 0.0193 - rpn_bbox_loss: 0.4716 - mrcnn_class_loss: 0.2266 - mrcnn_bbox_loss: 0.5290 - mrcnn_mask_loss: 0.4148 image_id 35

89/100 [=========================>....] - ETA: 50s - loss: 1.6572 - rpn_class_loss: 0.0192 - rpn_bbox_loss: 0.4671 - mrcnn_class_loss: 0.2252 - mrcnn_bbox_loss: 0.5278 - mrcnn_mask_loss: 0.4179image_id 411

90/100 [==========================>...] - ETA: 46s - loss: 1.6610 - rpn_class_loss: 0.0193 - rpn_bbox_loss: 0.4651 - mrcnn_class_loss: 0.2258 - mrcnn_bbox_loss: 0.5302 - mrcnn_mask_loss: 0.4206image_id 779

91/100 [==========================>...] - ETA: 41s - loss: 1.6595 - rpn_class_loss: 0.0191 - rpn_bbox_loss: 0.4615 - mrcnn_class_loss: 0.2238 - mrcnn_bbox_loss: 0.5339 - mrcnn_mask_loss: 0.4212image_id 540

92/100 [==========================>...] - ETA: 36s - loss: 1.6515 - rpn_class_loss: 0.0189 - rpn_bbox_loss: 0.4566 - mrcnn_class_loss: 0.2222 - mrcnn_bbox_loss: 0.5313 - mrcnn_mask_loss: 0.4225image_id 98

93/100 [==========================>...] - ETA: 32s - loss: 1.6408 - rpn_class_loss: 0.0188 - rpn_bbox_loss: 0.4529 - mrcnn_class_loss: 0.2200 - mrcnn_bbox_loss: 0.5272 - mrcnn_mask_loss: 0.4219image_id 687

94/100 [===========================>..] - ETA: 27s - loss: 1.6376 - rpn_class_loss: 0.0186 - rpn_bbox_loss: 0.4494 - mrcnn_class_loss: 0.2189 - mrcnn_bbox_loss: 0.5276 - mrcnn_mask_loss: 0.4231image_id 83

95/100 [===========================>..] - ETA: 23s - loss: 1.6445 - rpn_class_loss: 0.0188 - rpn_bbox_loss: 0.4501 - mrcnn_class_loss: 0.2197 - mrcnn_bbox_loss: 0.5296 - mrcnn_mask_loss: 0.4264image_id 363

96/100 [===========================>..] - ETA: 18s - loss: 1.6487 - rpn_class_loss: 0.0193 - rpn_bbox_loss: 0.4489 - mrcnn_class_loss: 0.2221 - mrcnn_bbox_loss: 0.5313 - mrcnn_mask_loss: 0.4270image_id 654

97/100 [============================>.] - ETA: 13s - loss: 1.6653 - rpn_class_loss: 0.0194 - rpn_bbox_loss: 0.4653 - mrcnn_class_loss: 0.2216 - mrcnn_bbox_loss: 0.5322 - mrcnn_mask_loss: 0.4268image_id 488

98/100 [============================>.] - ETA: 9s - loss: 1.6672 - rpn_class_loss: 0.0193 - rpn_bbox_loss: 0.4671 - mrcnn_class_loss: 0.2219 - mrcnn_bbox_loss: 0.5323 - mrcnn_mask_loss: 0.4265 image_id 293

99/100 [============================>.] - ETA: 4s - loss: 1.6680 - rpn_class_loss: 0.0192 - rpn_bbox_loss: 0.4649 - mrcnn_class_loss: 0.2218 - mrcnn_bbox_loss: 0.5344 - mrcnn_mask_loss: 0.4275image_id 273

image_id 5

image_id 0

image_id 0

image_id 3

image_id 4

100/100 [==============================] - 474s 5s/step - loss: 1.6705 - rpn_class_loss: 0.0191 - rpn_bbox_loss: 0.4646 - mrcnn_class_loss: 0.2219 - mrcnn_bbox_loss: 0.5360 - mrcnn_mask_loss: 0.4290 - val_loss: 1.1976 - val_rpn_class_loss: 0.0066 - val_rpn_bbox_loss: 0.2331 - val_mrcnn_class_loss: 0.1247 - val_mrcnn_bbox_loss: 0.4280 - val_mrcnn_mask_loss: 0.4052

Epoch 3/10

image_id 604

1/100 [..............................] - ETA: 7:33 - loss: 1.4054 - rpn_class_loss: 0.0124 - rpn_bbox_loss: 0.2496 - mrcnn_class_loss: 0.0836 - mrcnn_bbox_loss: 0.6983 - mrcnn_mask_loss: 0.3615image_id 707

2/100 [..............................] - ETA: 7:28 - loss: 1.6253 - rpn_class_loss: 0.0099 - rpn_bbox_loss: 0.2974 - mrcnn_class_loss: 0.1322 - mrcnn_bbox_loss: 0.6858 - mrcnn_mask_loss: 0.5000image_id 797

3/100 [..............................] - ETA: 7:27 - loss: 1.7969 - rpn_class_loss: 0.0158 - rpn_bbox_loss: 0.4169 - mrcnn_class_loss: 0.1226 - mrcnn_bbox_loss: 0.7500 - mrcnn_mask_loss: 0.4916image_id 700

4/100 [>.............................] - ETA: 7:22 - loss: 1.7088 - rpn_class_loss: 0.0199 - rpn_bbox_loss: 0.4470 - mrcnn_class_loss: 0.1349 - mrcnn_bbox_loss: 0.6400 - mrcnn_mask_loss: 0.4670image_id 109

5/100 [>.............................] - ETA: 7:19 - loss: 1.9732 - rpn_class_loss: 0.0193 - rpn_bbox_loss: 0.6892 - mrcnn_class_loss: 0.1865 - mrcnn_bbox_loss: 0.6026 - mrcnn_mask_loss: 0.4756image_id 437

6/100 [>.............................] - ETA: 7:15 - loss: 1.8332 - rpn_class_loss: 0.0173 - rpn_bbox_loss: 0.6049 - mrcnn_class_loss: 0.2277 - mrcnn_bbox_loss: 0.5505 - mrcnn_mask_loss: 0.4328image_id 237

7/100 [=>............................] - ETA: 7:10 - loss: 1.7298 - rpn_class_loss: 0.0160 - rpn_bbox_loss: 0.5465 - mrcnn_class_loss: 0.2272 - mrcnn_bbox_loss: 0.5214 - mrcnn_mask_loss: 0.4187image_id 679

8/100 [=>............................] - ETA: 7:06 - loss: 1.7720 - rpn_class_loss: 0.0193 - rpn_bbox_loss: 0.5269 - mrcnn_class_loss: 0.2420 - mrcnn_bbox_loss: 0.5199 - mrcnn_mask_loss: 0.4639image_id 652

9/100 [=>............................] - ETA: 7:01 - loss: 1.6666 - rpn_class_loss: 0.0173 - rpn_bbox_loss: 0.4863 - mrcnn_class_loss: 0.2316 - mrcnn_bbox_loss: 0.4927 - mrcnn_mask_loss: 0.4387image_id 583

10/100 [==>...........................] - ETA: 6:56 - loss: 1.6689 - rpn_class_loss: 0.0234 - rpn_bbox_loss: 0.4631 - mrcnn_class_loss: 0.2521 - mrcnn_bbox_loss: 0.4925 - mrcnn_mask_loss: 0.4377image_id 256

11/100 [==>...........................] - ETA: 6:52 - loss: 1.6693 - rpn_class_loss: 0.0284 - rpn_bbox_loss: 0.4712 - mrcnn_class_loss: 0.2405 - mrcnn_bbox_loss: 0.4881 - mrcnn_mask_loss: 0.4412image_id 755

12/100 [==>...........................] - ETA: 6:47 - loss: 1.5879 - rpn_class_loss: 0.0261 - rpn_bbox_loss: 0.4461 - mrcnn_class_loss: 0.2259 - mrcnn_bbox_loss: 0.4643 - mrcnn_mask_loss: 0.4255image_id 713

13/100 [==>...........................] - ETA: 6:42 - loss: 1.5606 - rpn_class_loss: 0.0250 - rpn_bbox_loss: 0.4356 - mrcnn_class_loss: 0.2293 - mrcnn_bbox_loss: 0.4566 - mrcnn_mask_loss: 0.4142image_id 695

14/100 [===>..........................] - ETA: 6:37 - loss: 1.5622 - rpn_class_loss: 0.0238 - rpn_bbox_loss: 0.4477 - mrcnn_class_loss: 0.2396 - mrcnn_bbox_loss: 0.4437 - mrcnn_mask_loss: 0.4072image_id 335

15/100 [===>..........................] - ETA: 6:32 - loss: 1.6852 - rpn_class_loss: 0.0236 - rpn_bbox_loss: 0.4518 - mrcnn_class_loss: 0.3136 - mrcnn_bbox_loss: 0.4776 - mrcnn_mask_loss: 0.4187image_id 636

16/100 [===>..........................] - ETA: 6:28 - loss: 1.6985 - rpn_class_loss: 0.0226 - rpn_bbox_loss: 0.4777 - mrcnn_class_loss: 0.2976 - mrcnn_bbox_loss: 0.4784 - mrcnn_mask_loss: 0.4221image_id 451

17/100 [====>.........................] - ETA: 6:23 - loss: 1.6746 - rpn_class_loss: 0.0228 - rpn_bbox_loss: 0.4641 - mrcnn_class_loss: 0.2969 - mrcnn_bbox_loss: 0.4804 - mrcnn_mask_loss: 0.4104image_id 268

18/100 [====>.........................] - ETA: 6:18 - loss: 1.6653 - rpn_class_loss: 0.0220 - rpn_bbox_loss: 0.4449 - mrcnn_class_loss: 0.2907 - mrcnn_bbox_loss: 0.4852 - mrcnn_mask_loss: 0.4225image_id 733

19/100 [====>.........................] - ETA: 6:13 - loss: 1.6216 - rpn_class_loss: 0.0223 - rpn_bbox_loss: 0.4319 - mrcnn_class_loss: 0.2826 - mrcnn_bbox_loss: 0.4732 - mrcnn_mask_loss: 0.4116image_id 296

20/100 [=====>........................] - ETA: 6:09 - loss: 1.6547 - rpn_class_loss: 0.0222 - rpn_bbox_loss: 0.4645 - mrcnn_class_loss: 0.2769 - mrcnn_bbox_loss: 0.4831 - mrcnn_mask_loss: 0.4079image_id 38

21/100 [=====>........................] - ETA: 6:04 - loss: 1.6611 - rpn_class_loss: 0.0236 - rpn_bbox_loss: 0.4617 - mrcnn_class_loss: 0.2729 - mrcnn_bbox_loss: 0.4866 - mrcnn_mask_loss: 0.4163image_id 705

22/100 [=====>........................] - ETA: 6:00 - loss: 1.6400 - rpn_class_loss: 0.0231 - rpn_bbox_loss: 0.4470 - mrcnn_class_loss: 0.2657 - mrcnn_bbox_loss: 0.4839 - mrcnn_mask_loss: 0.4202image_id 209

23/100 [=====>........................] - ETA: 5:55 - loss: 1.6250 - rpn_class_loss: 0.0224 - rpn_bbox_loss: 0.4422 - mrcnn_class_loss: 0.2649 - mrcnn_bbox_loss: 0.4782 - mrcnn_mask_loss: 0.4173image_id 805

24/100 [======>.......................] - ETA: 5:51 - loss: 1.6188 - rpn_class_loss: 0.0221 - rpn_bbox_loss: 0.4354 - mrcnn_class_loss: 0.2602 - mrcnn_bbox_loss: 0.4742 - mrcnn_mask_loss: 0.4270image_id 90

25/100 [======>.......................] - ETA: 5:47 - loss: 1.6280 - rpn_class_loss: 0.0227 - rpn_bbox_loss: 0.4308 - mrcnn_class_loss: 0.2724 - mrcnn_bbox_loss: 0.4760 - mrcnn_mask_loss: 0.4261image_id 377

26/100 [======>.......................] - ETA: 5:42 - loss: 1.6310 - rpn_class_loss: 0.0229 - rpn_bbox_loss: 0.4214 - mrcnn_class_loss: 0.2753 - mrcnn_bbox_loss: 0.4792 - mrcnn_mask_loss: 0.4322image_id 331

27/100 [=======>......................] - ETA: 5:38 - loss: 1.6002 - rpn_class_loss: 0.0221 - rpn_bbox_loss: 0.4156 - mrcnn_class_loss: 0.2690 - mrcnn_bbox_loss: 0.4699 - mrcnn_mask_loss: 0.4236image_id 394

28/100 [=======>......................] - ETA: 5:33 - loss: 1.6129 - rpn_class_loss: 0.0226 - rpn_bbox_loss: 0.4156 - mrcnn_class_loss: 0.2799 - mrcnn_bbox_loss: 0.4676 - mrcnn_mask_loss: 0.4273image_id 284

29/100 [=======>......................] - ETA: 5:28 - loss: 1.5731 - rpn_class_loss: 0.0219 - rpn_bbox_loss: 0.4039 - mrcnn_class_loss: 0.2717 - mrcnn_bbox_loss: 0.4590 - mrcnn_mask_loss: 0.4165image_id 162

30/100 [========>.....................] - ETA: 5:24 - loss: 1.5915 - rpn_class_loss: 0.0232 - rpn_bbox_loss: 0.3958 - mrcnn_class_loss: 0.2822 - mrcnn_bbox_loss: 0.4662 - mrcnn_mask_loss: 0.4241image_id 668

31/100 [========>.....................] - ETA: 5:19 - loss: 1.5903 - rpn_class_loss: 0.0228 - rpn_bbox_loss: 0.3863 - mrcnn_class_loss: 0.2880 - mrcnn_bbox_loss: 0.4694 - mrcnn_mask_loss: 0.4238image_id 235

32/100 [========>.....................] - ETA: 5:15 - loss: 1.6245 - rpn_class_loss: 0.0222 - rpn_bbox_loss: 0.3935 - mrcnn_class_loss: 0.2966 - mrcnn_bbox_loss: 0.4770 - mrcnn_mask_loss: 0.4351image_id 742

33/100 [========>.....................] - ETA: 5:10 - loss: 1.6240 - rpn_class_loss: 0.0217 - rpn_bbox_loss: 0.3933 - mrcnn_class_loss: 0.2970 - mrcnn_bbox_loss: 0.4753 - mrcnn_mask_loss: 0.4367image_id 724

34/100 [=========>....................] - ETA: 5:05 - loss: 1.6187 - rpn_class_loss: 0.0212 - rpn_bbox_loss: 0.3983 - mrcnn_class_loss: 0.2894 - mrcnn_bbox_loss: 0.4779 - mrcnn_mask_loss: 0.4319image_id 486

35/100 [=========>....................] - ETA: 5:01 - loss: 1.6022 - rpn_class_loss: 0.0209 - rpn_bbox_loss: 0.3899 - mrcnn_class_loss: 0.2830 - mrcnn_bbox_loss: 0.4801 - mrcnn_mask_loss: 0.4283image_id 760

36/100 [=========>....................] - ETA: 4:56 - loss: 1.5810 - rpn_class_loss: 0.0206 - rpn_bbox_loss: 0.3822 - mrcnn_class_loss: 0.2791 - mrcnn_bbox_loss: 0.4758 - mrcnn_mask_loss: 0.4233image_id 699

37/100 [==========>...................] - ETA: 4:52 - loss: 1.5825 - rpn_class_loss: 0.0209 - rpn_bbox_loss: 0.3831 - mrcnn_class_loss: 0.2796 - mrcnn_bbox_loss: 0.4725 - mrcnn_mask_loss: 0.4264image_id 366

38/100 [==========>...................] - ETA: 4:47 - loss: 1.5811 - rpn_class_loss: 0.0205 - rpn_bbox_loss: 0.3773 - mrcnn_class_loss: 0.2833 - mrcnn_bbox_loss: 0.4736 - mrcnn_mask_loss: 0.4264image_id 65

39/100 [==========>...................] - ETA: 4:43 - loss: 1.6429 - rpn_class_loss: 0.0203 - rpn_bbox_loss: 0.4496 - mrcnn_class_loss: 0.2784 - mrcnn_bbox_loss: 0.4710 - mrcnn_mask_loss: 0.4235image_id 330

40/100 [===========>..................] - ETA: 4:38 - loss: 1.6608 - rpn_class_loss: 0.0206 - rpn_bbox_loss: 0.4462 - mrcnn_class_loss: 0.2869 - mrcnn_bbox_loss: 0.4826 - mrcnn_mask_loss: 0.4244image_id 616

41/100 [===========>..................] - ETA: 4:33 - loss: 1.6378 - rpn_class_loss: 0.0203 - rpn_bbox_loss: 0.4440 - mrcnn_class_loss: 0.2801 - mrcnn_bbox_loss: 0.4731 - mrcnn_mask_loss: 0.4203image_id 198

42/100 [===========>..................] - ETA: 4:28 - loss: 1.6187 - rpn_class_loss: 0.0214 - rpn_bbox_loss: 0.4368 - mrcnn_class_loss: 0.2773 - mrcnn_bbox_loss: 0.4677 - mrcnn_mask_loss: 0.4155image_id 372

43/100 [===========>..................] - ETA: 4:24 - loss: 1.5936 - rpn_class_loss: 0.0209 - rpn_bbox_loss: 0.4294 - mrcnn_class_loss: 0.2734 - mrcnn_bbox_loss: 0.4600 - mrcnn_mask_loss: 0.4099image_id 274

44/100 [============>.................] - ETA: 4:19 - loss: 1.6026 - rpn_class_loss: 0.0209 - rpn_bbox_loss: 0.4264 - mrcnn_class_loss: 0.2726 - mrcnn_bbox_loss: 0.4647 - mrcnn_mask_loss: 0.4180image_id 682

45/100 [============>.................] - ETA: 4:14 - loss: 1.5754 - rpn_class_loss: 0.0205 - rpn_bbox_loss: 0.4196 - mrcnn_class_loss: 0.2671 - mrcnn_bbox_loss: 0.4575 - mrcnn_mask_loss: 0.4107image_id 478

46/100 [============>.................] - ETA: 4:10 - loss: 1.5578 - rpn_class_loss: 0.0204 - rpn_bbox_loss: 0.4155 - mrcnn_class_loss: 0.2633 - mrcnn_bbox_loss: 0.4535 - mrcnn_mask_loss: 0.4052image_id 85

47/100 [=============>................] - ETA: 4:05 - loss: 1.5583 - rpn_class_loss: 0.0200 - rpn_bbox_loss: 0.4192 - mrcnn_class_loss: 0.2602 - mrcnn_bbox_loss: 0.4497 - mrcnn_mask_loss: 0.4090image_id 752

48/100 [=============>................] - ETA: 4:00 - loss: 1.5489 - rpn_class_loss: 0.0201 - rpn_bbox_loss: 0.4136 - mrcnn_class_loss: 0.2580 - mrcnn_bbox_loss: 0.4467 - mrcnn_mask_loss: 0.4104image_id 402

49/100 [=============>................] - ETA: 3:56 - loss: 1.5492 - rpn_class_loss: 0.0199 - rpn_bbox_loss: 0.4121 - mrcnn_class_loss: 0.2568 - mrcnn_bbox_loss: 0.4454 - mrcnn_mask_loss: 0.4149image_id 484

50/100 [==============>...............] - ETA: 3:51 - loss: 1.5536 - rpn_class_loss: 0.0198 - rpn_bbox_loss: 0.4162 - mrcnn_class_loss: 0.2559 - mrcnn_bbox_loss: 0.4486 - mrcnn_mask_loss: 0.4130image_id 651

51/100 [==============>...............] - ETA: 3:46 - loss: 1.5336 - rpn_class_loss: 0.0195 - rpn_bbox_loss: 0.4096 - mrcnn_class_loss: 0.2514 - mrcnn_bbox_loss: 0.4424 - mrcnn_mask_loss: 0.4107image_id 421

52/100 [==============>...............] - ETA: 3:42 - loss: 1.5377 - rpn_class_loss: 0.0197 - rpn_bbox_loss: 0.4106 - mrcnn_class_loss: 0.2514 - mrcnn_bbox_loss: 0.4446 - mrcnn_mask_loss: 0.4114image_id 522

53/100 [==============>...............] - ETA: 3:37 - loss: 1.5433 - rpn_class_loss: 0.0196 - rpn_bbox_loss: 0.4085 - mrcnn_class_loss: 0.2482 - mrcnn_bbox_loss: 0.4482 - mrcnn_mask_loss: 0.4188image_id 425

54/100 [===============>..............] - ETA: 3:33 - loss: 1.5604 - rpn_class_loss: 0.0198 - rpn_bbox_loss: 0.4095 - mrcnn_class_loss: 0.2499 - mrcnn_bbox_loss: 0.4571 - mrcnn_mask_loss: 0.4240image_id 802

55/100 [===============>..............] - ETA: 3:28 - loss: 1.5743 - rpn_class_loss: 0.0202 - rpn_bbox_loss: 0.4110 - mrcnn_class_loss: 0.2581 - mrcnn_bbox_loss: 0.4623 - mrcnn_mask_loss: 0.4227image_id 511

56/100 [===============>..............] - ETA: 3:23 - loss: 1.5845 - rpn_class_loss: 0.0203 - rpn_bbox_loss: 0.4130 - mrcnn_class_loss: 0.2568 - mrcnn_bbox_loss: 0.4650 - mrcnn_mask_loss: 0.4294image_id 393

57/100 [================>.............] - ETA: 3:19 - loss: 1.5791 - rpn_class_loss: 0.0203 - rpn_bbox_loss: 0.4075 - mrcnn_class_loss: 0.2549 - mrcnn_bbox_loss: 0.4661 - mrcnn_mask_loss: 0.4302image_id 498

58/100 [================>.............] - ETA: 3:14 - loss: 1.5804 - rpn_class_loss: 0.0201 - rpn_bbox_loss: 0.4068 - mrcnn_class_loss: 0.2540 - mrcnn_bbox_loss: 0.4687 - mrcnn_mask_loss: 0.4308image_id 142

59/100 [================>.............] - ETA: 3:09 - loss: 1.5860 - rpn_class_loss: 0.0201 - rpn_bbox_loss: 0.4105 - mrcnn_class_loss: 0.2539 - mrcnn_bbox_loss: 0.4697 - mrcnn_mask_loss: 0.4317image_id 670

60/100 [=================>............] - ETA: 3:05 - loss: 1.5743 - rpn_class_loss: 0.0198 - rpn_bbox_loss: 0.4061 - mrcnn_class_loss: 0.2511 - mrcnn_bbox_loss: 0.4658 - mrcnn_mask_loss: 0.4314image_id 241

61/100 [=================>............] - ETA: 3:00 - loss: 1.5544 - rpn_class_loss: 0.0196 - rpn_bbox_loss: 0.4001 - mrcnn_class_loss: 0.2474 - mrcnn_bbox_loss: 0.4610 - mrcnn_mask_loss: 0.4263image_id 803

62/100 [=================>............] - ETA: 2:55 - loss: 1.5635 - rpn_class_loss: 0.0200 - rpn_bbox_loss: 0.3990 - mrcnn_class_loss: 0.2488 - mrcnn_bbox_loss: 0.4659 - mrcnn_mask_loss: 0.4299image_id 385

63/100 [=================>............] - ETA: 2:51 - loss: 1.5587 - rpn_class_loss: 0.0198 - rpn_bbox_loss: 0.3940 - mrcnn_class_loss: 0.2473 - mrcnn_bbox_loss: 0.4658 - mrcnn_mask_loss: 0.4318image_id 420

64/100 [==================>...........] - ETA: 2:46 - loss: 1.5675 - rpn_class_loss: 0.0199 - rpn_bbox_loss: 0.4005 - mrcnn_class_loss: 0.2460 - mrcnn_bbox_loss: 0.4683 - mrcnn_mask_loss: 0.4327image_id 495

65/100 [==================>...........] - ETA: 2:41 - loss: 1.5688 - rpn_class_loss: 0.0199 - rpn_bbox_loss: 0.4044 - mrcnn_class_loss: 0.2471 - mrcnn_bbox_loss: 0.4681 - mrcnn_mask_loss: 0.4293image_id 295

66/100 [==================>...........] - ETA: 2:37 - loss: 1.5697 - rpn_class_loss: 0.0199 - rpn_bbox_loss: 0.4057 - mrcnn_class_loss: 0.2454 - mrcnn_bbox_loss: 0.4671 - mrcnn_mask_loss: 0.4315image_id 497

67/100 [===================>..........] - ETA: 2:32 - loss: 1.5596 - rpn_class_loss: 0.0198 - rpn_bbox_loss: 0.4025 - mrcnn_class_loss: 0.2433 - mrcnn_bbox_loss: 0.4654 - mrcnn_mask_loss: 0.4286image_id 212

68/100 [===================>..........] - ETA: 2:27 - loss: 1.5651 - rpn_class_loss: 0.0196 - rpn_bbox_loss: 0.4010 - mrcnn_class_loss: 0.2497 - mrcnn_bbox_loss: 0.4669 - mrcnn_mask_loss: 0.4278image_id 102

69/100 [===================>..........] - ETA: 2:23 - loss: 1.5607 - rpn_class_loss: 0.0194 - rpn_bbox_loss: 0.3992 - mrcnn_class_loss: 0.2478 - mrcnn_bbox_loss: 0.4697 - mrcnn_mask_loss: 0.4246image_id 578

70/100 [====================>.........] - ETA: 2:18 - loss: 1.5602 - rpn_class_loss: 0.0192 - rpn_bbox_loss: 0.3948 - mrcnn_class_loss: 0.2501 - mrcnn_bbox_loss: 0.4683 - mrcnn_mask_loss: 0.4280image_id 726

71/100 [====================>.........] - ETA: 2:13 - loss: 1.5553 - rpn_class_loss: 0.0189 - rpn_bbox_loss: 0.3966 - mrcnn_class_loss: 0.2479 - mrcnn_bbox_loss: 0.4657 - mrcnn_mask_loss: 0.4262image_id 52

72/100 [====================>.........] - ETA: 2:09 - loss: 1.5596 - rpn_class_loss: 0.0189 - rpn_bbox_loss: 0.3977 - mrcnn_class_loss: 0.2468 - mrcnn_bbox_loss: 0.4692 - mrcnn_mask_loss: 0.4270image_id 477

73/100 [====================>.........] - ETA: 2:04 - loss: 1.5539 - rpn_class_loss: 0.0188 - rpn_bbox_loss: 0.3925 - mrcnn_class_loss: 0.2479 - mrcnn_bbox_loss: 0.4671 - mrcnn_mask_loss: 0.4277image_id 768

74/100 [=====================>........] - ETA: 2:00 - loss: 1.5394 - rpn_class_loss: 0.0186 - rpn_bbox_loss: 0.3886 - mrcnn_class_loss: 0.2452 - mrcnn_bbox_loss: 0.4637 - mrcnn_mask_loss: 0.4232image_id 794

75/100 [=====================>........] - ETA: 1:55 - loss: 1.5527 - rpn_class_loss: 0.0189 - rpn_bbox_loss: 0.3977 - mrcnn_class_loss: 0.2445 - mrcnn_bbox_loss: 0.4692 - mrcnn_mask_loss: 0.4224image_id 710

76/100 [=====================>........] - ETA: 1:50 - loss: 1.5632 - rpn_class_loss: 0.0199 - rpn_bbox_loss: 0.3962 - mrcnn_class_loss: 0.2530 - mrcnn_bbox_loss: 0.4704 - mrcnn_mask_loss: 0.4236image_id 751

77/100 [======================>.......] - ETA: 1:46 - loss: 1.5577 - rpn_class_loss: 0.0197 - rpn_bbox_loss: 0.4058 - mrcnn_class_loss: 0.2497 - mrcnn_bbox_loss: 0.4643 - mrcnn_mask_loss: 0.4181image_id 1

78/100 [======================>.......] - ETA: 1:41 - loss: 1.6018 - rpn_class_loss: 0.0197 - rpn_bbox_loss: 0.4225 - mrcnn_class_loss: 0.2716 - mrcnn_bbox_loss: 0.4676 - mrcnn_mask_loss: 0.4204image_id 556

79/100 [======================>.......] - ETA: 1:36 - loss: 1.6050 - rpn_class_loss: 0.0195 - rpn_bbox_loss: 0.4246 - mrcnn_class_loss: 0.2730 - mrcnn_bbox_loss: 0.4693 - mrcnn_mask_loss: 0.4186image_id 715

80/100 [=======================>......] - ETA: 1:32 - loss: 1.5916 - rpn_class_loss: 0.0192 - rpn_bbox_loss: 0.4205 - mrcnn_class_loss: 0.2701 - mrcnn_bbox_loss: 0.4662 - mrcnn_mask_loss: 0.4155image_id 678

81/100 [=======================>......] - ETA: 1:27 - loss: 1.5938 - rpn_class_loss: 0.0192 - rpn_bbox_loss: 0.4204 - mrcnn_class_loss: 0.2718 - mrcnn_bbox_loss: 0.4659 - mrcnn_mask_loss: 0.4165image_id 775

82/100 [=======================>......] - ETA: 1:23 - loss: 1.5965 - rpn_class_loss: 0.0191 - rpn_bbox_loss: 0.4247 - mrcnn_class_loss: 0.2685 - mrcnn_bbox_loss: 0.4644 - mrcnn_mask_loss: 0.4198image_id 503

83/100 [=======================>......] - ETA: 1:18 - loss: 1.5862 - rpn_class_loss: 0.0191 - rpn_bbox_loss: 0.4212 - mrcnn_class_loss: 0.2666 - mrcnn_bbox_loss: 0.4602 - mrcnn_mask_loss: 0.4192image_id 169

84/100 [========================>.....] - ETA: 1:13 - loss: 1.5949 - rpn_class_loss: 0.0197 - rpn_bbox_loss: 0.4282 - mrcnn_class_loss: 0.2650 - mrcnn_bbox_loss: 0.4635 - mrcnn_mask_loss: 0.4185image_id 429

85/100 [========================>.....] - ETA: 1:09 - loss: 1.5881 - rpn_class_loss: 0.0195 - rpn_bbox_loss: 0.4290 - mrcnn_class_loss: 0.2624 - mrcnn_bbox_loss: 0.4613 - mrcnn_mask_loss: 0.4159image_id 675

86/100 [========================>.....] - ETA: 1:04 - loss: 1.5861 - rpn_class_loss: 0.0193 - rpn_bbox_loss: 0.4266 - mrcnn_class_loss: 0.2601 - mrcnn_bbox_loss: 0.4593 - mrcnn_mask_loss: 0.4207image_id 236

87/100 [=========================>....] - ETA: 1:00 - loss: 1.5805 - rpn_class_loss: 0.0193 - rpn_bbox_loss: 0.4235 - mrcnn_class_loss: 0.2584 - mrcnn_bbox_loss: 0.4580 - mrcnn_mask_loss: 0.4214image_id 163

88/100 [=========================>....] - ETA: 55s - loss: 1.5793 - rpn_class_loss: 0.0193 - rpn_bbox_loss: 0.4210 - mrcnn_class_loss: 0.2588 - mrcnn_bbox_loss: 0.4565 - mrcnn_mask_loss: 0.4237 image_id 464

89/100 [=========================>....] - ETA: 50s - loss: 1.5891 - rpn_class_loss: 0.0194 - rpn_bbox_loss: 0.4261 - mrcnn_class_loss: 0.2607 - mrcnn_bbox_loss: 0.4597 - mrcnn_mask_loss: 0.4233image_id 630

90/100 [==========================>...] - ETA: 46s - loss: 1.5908 - rpn_class_loss: 0.0192 - rpn_bbox_loss: 0.4328 - mrcnn_class_loss: 0.2600 - mrcnn_bbox_loss: 0.4579 - mrcnn_mask_loss: 0.4210image_id 270

91/100 [==========================>...] - ETA: 41s - loss: 1.5776 - rpn_class_loss: 0.0190 - rpn_bbox_loss: 0.4287 - mrcnn_class_loss: 0.2581 - mrcnn_bbox_loss: 0.4542 - mrcnn_mask_loss: 0.4176image_id 226

92/100 [==========================>...] - ETA: 36s - loss: 1.5817 - rpn_class_loss: 0.0194 - rpn_bbox_loss: 0.4294 - mrcnn_class_loss: 0.2586 - mrcnn_bbox_loss: 0.4561 - mrcnn_mask_loss: 0.4182image_id 159

93/100 [==========================>...] - ETA: 32s - loss: 1.5749 - rpn_class_loss: 0.0194 - rpn_bbox_loss: 0.4263 - mrcnn_class_loss: 0.2569 - mrcnn_bbox_loss: 0.4537 - mrcnn_mask_loss: 0.4186image_id 396

94/100 [===========================>..] - ETA: 27s - loss: 1.5662 - rpn_class_loss: 0.0192 - rpn_bbox_loss: 0.4228 - mrcnn_class_loss: 0.2550 - mrcnn_bbox_loss: 0.4519 - mrcnn_mask_loss: 0.4173image_id 298

95/100 [===========================>..] - ETA: 23s - loss: 1.5674 - rpn_class_loss: 0.0191 - rpn_bbox_loss: 0.4251 - mrcnn_class_loss: 0.2542 - mrcnn_bbox_loss: 0.4513 - mrcnn_mask_loss: 0.4177image_id 344

96/100 [===========================>..] - ETA: 18s - loss: 1.5582 - rpn_class_loss: 0.0189 - rpn_bbox_loss: 0.4222 - mrcnn_class_loss: 0.2526 - mrcnn_bbox_loss: 0.4499 - mrcnn_mask_loss: 0.4146image_id 623

97/100 [============================>.] - ETA: 13s - loss: 1.6541 - rpn_class_loss: 0.0195 - rpn_bbox_loss: 0.5290 - mrcnn_class_loss: 0.2500 - mrcnn_bbox_loss: 0.4452 - mrcnn_mask_loss: 0.4104image_id 622

98/100 [============================>.] - ETA: 9s - loss: 1.6563 - rpn_class_loss: 0.0195 - rpn_bbox_loss: 0.5264 - mrcnn_class_loss: 0.2508 - mrcnn_bbox_loss: 0.4480 - mrcnn_mask_loss: 0.4115 image_id 740

99/100 [============================>.] - ETA: 4s - loss: 1.6444 - rpn_class_loss: 0.0194 - rpn_bbox_loss: 0.5216 - mrcnn_class_loss: 0.2490 - mrcnn_bbox_loss: 0.4457 - mrcnn_mask_loss: 0.4086image_id 371

image_id 2

image_id 6

image_id 5

image_id 1

image_id 1

100/100 [==============================] - 473s 5s/step - loss: 1.6405 - rpn_class_loss: 0.0195 - rpn_bbox_loss: 0.5185 - mrcnn_class_loss: 0.2504 - mrcnn_bbox_loss: 0.4428 - mrcnn_mask_loss: 0.4093 - val_loss: 2.0250 - val_rpn_class_loss: 0.0268 - val_rpn_bbox_loss: 0.5492 - val_mrcnn_class_loss: 0.3498 - val_mrcnn_bbox_loss: 0.5760 - val_mrcnn_mask_loss: 0.5232

Epoch 4/10

image_id 99

1/100 [..............................] - ETA: 7:34 - loss: 1.1594 - rpn_class_loss: 0.0145 - rpn_bbox_loss: 0.0600 - mrcnn_class_loss: 0.1165 - mrcnn_bbox_loss: 0.5890 - mrcnn_mask_loss: 0.3796image_id 183

2/100 [..............................] - ETA: 7:27 - loss: 1.0644 - rpn_class_loss: 0.0106 - rpn_bbox_loss: 0.1177 - mrcnn_class_loss: 0.1479 - mrcnn_bbox_loss: 0.4204 - mrcnn_mask_loss: 0.3677image_id 500

3/100 [..............................] - ETA: 7:23 - loss: 1.0588 - rpn_class_loss: 0.0146 - rpn_bbox_loss: 0.1599 - mrcnn_class_loss: 0.1409 - mrcnn_bbox_loss: 0.3262 - mrcnn_mask_loss: 0.4173image_id 214

4/100 [>.............................] - ETA: 7:18 - loss: 1.0508 - rpn_class_loss: 0.0127 - rpn_bbox_loss: 0.2265 - mrcnn_class_loss: 0.1278 - mrcnn_bbox_loss: 0.3202 - mrcnn_mask_loss: 0.3636image_id 671

5/100 [>.............................] - ETA: 7:15 - loss: 1.0061 - rpn_class_loss: 0.0111 - rpn_bbox_loss: 0.2045 - mrcnn_class_loss: 0.1408 - mrcnn_bbox_loss: 0.3155 - mrcnn_mask_loss: 0.3343image_id 157

6/100 [>.............................] - ETA: 7:10 - loss: 1.0905 - rpn_class_loss: 0.0152 - rpn_bbox_loss: 0.2608 - mrcnn_class_loss: 0.1550 - mrcnn_bbox_loss: 0.3282 - mrcnn_mask_loss: 0.3313image_id 776

7/100 [=>............................] - ETA: 7:05 - loss: 1.0083 - rpn_class_loss: 0.0131 - rpn_bbox_loss: 0.2308 - mrcnn_class_loss: 0.1353 - mrcnn_bbox_loss: 0.3324 - mrcnn_mask_loss: 0.2967image_id 426

8/100 [=>............................] - ETA: 7:02 - loss: 1.0503 - rpn_class_loss: 0.0125 - rpn_bbox_loss: 0.2359 - mrcnn_class_loss: 0.1428 - mrcnn_bbox_loss: 0.3697 - mrcnn_mask_loss: 0.2894image_id 571

9/100 [=>............................] - ETA: 6:59 - loss: 1.1183 - rpn_class_loss: 0.0126 - rpn_bbox_loss: 0.3929 - mrcnn_class_loss: 0.1269 - mrcnn_bbox_loss: 0.3286 - mrcnn_mask_loss: 0.2572image_id 454

10/100 [==>...........................] - ETA: 6:53 - loss: 1.1087 - rpn_class_loss: 0.0117 - rpn_bbox_loss: 0.3616 - mrcnn_class_loss: 0.1384 - mrcnn_bbox_loss: 0.3256 - mrcnn_mask_loss: 0.2713image_id 482

11/100 [==>...........................] - ETA: 6:48 - loss: 1.1196 - rpn_class_loss: 0.0108 - rpn_bbox_loss: 0.3355 - mrcnn_class_loss: 0.1552 - mrcnn_bbox_loss: 0.3384 - mrcnn_mask_loss: 0.2798image_id 196

12/100 [==>...........................] - ETA: 6:43 - loss: 1.1567 - rpn_class_loss: 0.0126 - rpn_bbox_loss: 0.3332 - mrcnn_class_loss: 0.1789 - mrcnn_bbox_loss: 0.3532 - mrcnn_mask_loss: 0.2789image_id 134

13/100 [==>...........................] - ETA: 6:39 - loss: 1.1279 - rpn_class_loss: 0.0121 - rpn_bbox_loss: 0.3276 - mrcnn_class_loss: 0.1692 - mrcnn_bbox_loss: 0.3396 - mrcnn_mask_loss: 0.2793image_id 593

14/100 [===>..........................] - ETA: 6:34 - loss: 1.1296 - rpn_class_loss: 0.0118 - rpn_bbox_loss: 0.3859 - mrcnn_class_loss: 0.1571 - mrcnn_bbox_loss: 0.3154 - mrcnn_mask_loss: 0.2594image_id 669

15/100 [===>..........................] - ETA: 6:30 - loss: 1.1377 - rpn_class_loss: 0.0115 - rpn_bbox_loss: 0.3902 - mrcnn_class_loss: 0.1511 - mrcnn_bbox_loss: 0.3147 - mrcnn_mask_loss: 0.2702image_id 173

16/100 [===>..........................] - ETA: 6:25 - loss: 1.1109 - rpn_class_loss: 0.0112 - rpn_bbox_loss: 0.3793 - mrcnn_class_loss: 0.1510 - mrcnn_bbox_loss: 0.3075 - mrcnn_mask_loss: 0.2619image_id 246

17/100 [====>.........................] - ETA: 6:20 - loss: 1.1166 - rpn_class_loss: 0.0107 - rpn_bbox_loss: 0.3776 - mrcnn_class_loss: 0.1459 - mrcnn_bbox_loss: 0.3067 - mrcnn_mask_loss: 0.2756image_id 253

18/100 [====>.........................] - ETA: 6:16 - loss: 1.1522 - rpn_class_loss: 0.0106 - rpn_bbox_loss: 0.3926 - mrcnn_class_loss: 0.1544 - mrcnn_bbox_loss: 0.3110 - mrcnn_mask_loss: 0.2837image_id 530

19/100 [====>.........................] - ETA: 6:12 - loss: 1.1682 - rpn_class_loss: 0.0113 - rpn_bbox_loss: 0.3785 - mrcnn_class_loss: 0.1699 - mrcnn_bbox_loss: 0.3167 - mrcnn_mask_loss: 0.2917image_id 191

20/100 [=====>........................] - ETA: 6:07 - loss: 1.1677 - rpn_class_loss: 0.0114 - rpn_bbox_loss: 0.3661 - mrcnn_class_loss: 0.1680 - mrcnn_bbox_loss: 0.3093 - mrcnn_mask_loss: 0.3129image_id 222

21/100 [=====>........................] - ETA: 6:02 - loss: 1.1700 - rpn_class_loss: 0.0111 - rpn_bbox_loss: 0.3564 - mrcnn_class_loss: 0.1840 - mrcnn_bbox_loss: 0.3123 - mrcnn_mask_loss: 0.3062image_id 613

22/100 [=====>........................] - ETA: 5:57 - loss: 1.1615 - rpn_class_loss: 0.0125 - rpn_bbox_loss: 0.3476 - mrcnn_class_loss: 0.1803 - mrcnn_bbox_loss: 0.3100 - mrcnn_mask_loss: 0.3111image_id 263

23/100 [=====>........................] - ETA: 5:53 - loss: 1.2055 - rpn_class_loss: 0.0122 - rpn_bbox_loss: 0.3534 - mrcnn_class_loss: 0.1914 - mrcnn_bbox_loss: 0.3330 - mrcnn_mask_loss: 0.3155image_id 446

24/100 [======>.......................] - ETA: 5:48 - loss: 1.1989 - rpn_class_loss: 0.0123 - rpn_bbox_loss: 0.3487 - mrcnn_class_loss: 0.1899 - mrcnn_bbox_loss: 0.3371 - mrcnn_mask_loss: 0.3110image_id 792

25/100 [======>.......................] - ETA: 5:43 - loss: 1.1638 - rpn_class_loss: 0.0119 - rpn_bbox_loss: 0.3389 - mrcnn_class_loss: 0.1834 - mrcnn_bbox_loss: 0.3270 - mrcnn_mask_loss: 0.3026image_id 76

26/100 [======>.......................] - ETA: 5:39 - loss: 1.1419 - rpn_class_loss: 0.0117 - rpn_bbox_loss: 0.3289 - mrcnn_class_loss: 0.1853 - mrcnn_bbox_loss: 0.3209 - mrcnn_mask_loss: 0.2950image_id 653

27/100 [=======>......................] - ETA: 5:34 - loss: 1.1277 - rpn_class_loss: 0.0114 - rpn_bbox_loss: 0.3226 - mrcnn_class_loss: 0.1829 - mrcnn_bbox_loss: 0.3214 - mrcnn_mask_loss: 0.2893image_id 610

28/100 [=======>......................] - ETA: 5:30 - loss: 1.1447 - rpn_class_loss: 0.0112 - rpn_bbox_loss: 0.3222 - mrcnn_class_loss: 0.1813 - mrcnn_bbox_loss: 0.3256 - mrcnn_mask_loss: 0.3044image_id 249

29/100 [=======>......................] - ETA: 5:25 - loss: 1.1416 - rpn_class_loss: 0.0119 - rpn_bbox_loss: 0.3139 - mrcnn_class_loss: 0.1831 - mrcnn_bbox_loss: 0.3321 - mrcnn_mask_loss: 0.3006image_id 786

30/100 [========>.....................] - ETA: 5:20 - loss: 1.1272 - rpn_class_loss: 0.0120 - rpn_bbox_loss: 0.3099 - mrcnn_class_loss: 0.1787 - mrcnn_bbox_loss: 0.3313 - mrcnn_mask_loss: 0.2953image_id 438

31/100 [========>.....................] - ETA: 5:16 - loss: 1.1562 - rpn_class_loss: 0.0116 - rpn_bbox_loss: 0.3247 - mrcnn_class_loss: 0.1836 - mrcnn_bbox_loss: 0.3393 - mrcnn_mask_loss: 0.2969image_id 244

32/100 [========>.....................] - ETA: 5:11 - loss: 1.1715 - rpn_class_loss: 0.0115 - rpn_bbox_loss: 0.3285 - mrcnn_class_loss: 0.1812 - mrcnn_bbox_loss: 0.3413 - mrcnn_mask_loss: 0.3090image_id 217

33/100 [========>.....................] - ETA: 5:07 - loss: 1.1838 - rpn_class_loss: 0.0113 - rpn_bbox_loss: 0.3263 - mrcnn_class_loss: 0.1814 - mrcnn_bbox_loss: 0.3464 - mrcnn_mask_loss: 0.3184image_id 332

34/100 [=========>....................] - ETA: 5:02 - loss: 1.1995 - rpn_class_loss: 0.0113 - rpn_bbox_loss: 0.3380 - mrcnn_class_loss: 0.1787 - mrcnn_bbox_loss: 0.3548 - mrcnn_mask_loss: 0.3168image_id 764

35/100 [=========>....................] - ETA: 4:58 - loss: 1.1866 - rpn_class_loss: 0.0111 - rpn_bbox_loss: 0.3308 - mrcnn_class_loss: 0.1766 - mrcnn_bbox_loss: 0.3542 - mrcnn_mask_loss: 0.3140image_id 407

36/100 [=========>....................] - ETA: 4:53 - loss: 1.1781 - rpn_class_loss: 0.0112 - rpn_bbox_loss: 0.3246 - mrcnn_class_loss: 0.1745 - mrcnn_bbox_loss: 0.3581 - mrcnn_mask_loss: 0.3097image_id 81

37/100 [==========>...................] - ETA: 4:48 - loss: 1.1738 - rpn_class_loss: 0.0111 - rpn_bbox_loss: 0.3266 - mrcnn_class_loss: 0.1723 - mrcnn_bbox_loss: 0.3573 - mrcnn_mask_loss: 0.3065image_id 778

38/100 [==========>...................] - ETA: 4:44 - loss: 1.1810 - rpn_class_loss: 0.0114 - rpn_bbox_loss: 0.3263 - mrcnn_class_loss: 0.1721 - mrcnn_bbox_loss: 0.3637 - mrcnn_mask_loss: 0.3075image_id 282

39/100 [==========>...................] - ETA: 4:39 - loss: 1.1780 - rpn_class_loss: 0.0111 - rpn_bbox_loss: 0.3201 - mrcnn_class_loss: 0.1718 - mrcnn_bbox_loss: 0.3698 - mrcnn_mask_loss: 0.3051image_id 12

40/100 [===========>..................] - ETA: 4:34 - loss: 1.2122 - rpn_class_loss: 0.0111 - rpn_bbox_loss: 0.3249 - mrcnn_class_loss: 0.1787 - mrcnn_bbox_loss: 0.3778 - mrcnn_mask_loss: 0.3198image_id 606

41/100 [===========>..................] - ETA: 4:30 - loss: 1.2216 - rpn_class_loss: 0.0109 - rpn_bbox_loss: 0.3283 - mrcnn_class_loss: 0.1793 - mrcnn_bbox_loss: 0.3820 - mrcnn_mask_loss: 0.3210image_id 617

42/100 [===========>..................] - ETA: 4:25 - loss: 1.2200 - rpn_class_loss: 0.0108 - rpn_bbox_loss: 0.3283 - mrcnn_class_loss: 0.1791 - mrcnn_bbox_loss: 0.3835 - mrcnn_mask_loss: 0.3183image_id 321

43/100 [===========>..................] - ETA: 4:20 - loss: 1.2133 - rpn_class_loss: 0.0108 - rpn_bbox_loss: 0.3240 - mrcnn_class_loss: 0.1814 - mrcnn_bbox_loss: 0.3799 - mrcnn_mask_loss: 0.3171image_id 594

44/100 [============>.................] - ETA: 4:16 - loss: 1.2245 - rpn_class_loss: 0.0106 - rpn_bbox_loss: 0.3238 - mrcnn_class_loss: 0.1843 - mrcnn_bbox_loss: 0.3862 - mrcnn_mask_loss: 0.3195image_id 19

45/100 [============>.................] - ETA: 4:11 - loss: 1.2082 - rpn_class_loss: 0.0104 - rpn_bbox_loss: 0.3172 - mrcnn_class_loss: 0.1807 - mrcnn_bbox_loss: 0.3835 - mrcnn_mask_loss: 0.3164image_id 23

46/100 [============>.................] - ETA: 4:07 - loss: 1.2325 - rpn_class_loss: 0.0109 - rpn_bbox_loss: 0.3188 - mrcnn_class_loss: 0.1962 - mrcnn_bbox_loss: 0.3895 - mrcnn_mask_loss: 0.3171image_id 221

47/100 [=============>................] - ETA: 4:02 - loss: 1.2333 - rpn_class_loss: 0.0109 - rpn_bbox_loss: 0.3129 - mrcnn_class_loss: 0.2016 - mrcnn_bbox_loss: 0.3870 - mrcnn_mask_loss: 0.3208image_id 352

48/100 [=============>................] - ETA: 3:58 - loss: 1.2592 - rpn_class_loss: 0.0109 - rpn_bbox_loss: 0.3345 - mrcnn_class_loss: 0.2025 - mrcnn_bbox_loss: 0.3869 - mrcnn_mask_loss: 0.3244image_id 104

49/100 [=============>................] - ETA: 3:53 - loss: 1.2620 - rpn_class_loss: 0.0107 - rpn_bbox_loss: 0.3319 - mrcnn_class_loss: 0.2037 - mrcnn_bbox_loss: 0.3902 - mrcnn_mask_loss: 0.3254image_id 798

50/100 [==============>...............] - ETA: 3:48 - loss: 1.2495 - rpn_class_loss: 0.0106 - rpn_bbox_loss: 0.3275 - mrcnn_class_loss: 0.2024 - mrcnn_bbox_loss: 0.3864 - mrcnn_mask_loss: 0.3226image_id 596

51/100 [==============>...............] - ETA: 3:44 - loss: 1.2625 - rpn_class_loss: 0.0106 - rpn_bbox_loss: 0.3358 - mrcnn_class_loss: 0.2043 - mrcnn_bbox_loss: 0.3875 - mrcnn_mask_loss: 0.3242image_id 24

52/100 [==============>...............] - ETA: 3:39 - loss: 1.2569 - rpn_class_loss: 0.0105 - rpn_bbox_loss: 0.3325 - mrcnn_class_loss: 0.2045 - mrcnn_bbox_loss: 0.3829 - mrcnn_mask_loss: 0.3265image_id 790

53/100 [==============>...............] - ETA: 3:35 - loss: 1.2594 - rpn_class_loss: 0.0106 - rpn_bbox_loss: 0.3362 - mrcnn_class_loss: 0.2032 - mrcnn_bbox_loss: 0.3839 - mrcnn_mask_loss: 0.3255image_id 204

54/100 [===============>..............] - ETA: 3:30 - loss: 1.2717 - rpn_class_loss: 0.0110 - rpn_bbox_loss: 0.3331 - mrcnn_class_loss: 0.2139 - mrcnn_bbox_loss: 0.3851 - mrcnn_mask_loss: 0.3287image_id 154

55/100 [===============>..............] - ETA: 3:25 - loss: 1.2686 - rpn_class_loss: 0.0110 - rpn_bbox_loss: 0.3303 - mrcnn_class_loss: 0.2130 - mrcnn_bbox_loss: 0.3846 - mrcnn_mask_loss: 0.3298image_id 138

56/100 [===============>..............] - ETA: 3:21 - loss: 1.2761 - rpn_class_loss: 0.0115 - rpn_bbox_loss: 0.3347 - mrcnn_class_loss: 0.2127 - mrcnn_bbox_loss: 0.3883 - mrcnn_mask_loss: 0.3288image_id 750

57/100 [================>.............] - ETA: 3:16 - loss: 1.2719 - rpn_class_loss: 0.0113 - rpn_bbox_loss: 0.3333 - mrcnn_class_loss: 0.2107 - mrcnn_bbox_loss: 0.3871 - mrcnn_mask_loss: 0.3295image_id 39

58/100 [================>.............] - ETA: 3:12 - loss: 1.2610 - rpn_class_loss: 0.0112 - rpn_bbox_loss: 0.3297 - mrcnn_class_loss: 0.2091 - mrcnn_bbox_loss: 0.3838 - mrcnn_mask_loss: 0.3272image_id 519

59/100 [================>.............] - ETA: 3:07 - loss: 1.2657 - rpn_class_loss: 0.0112 - rpn_bbox_loss: 0.3351 - mrcnn_class_loss: 0.2099 - mrcnn_bbox_loss: 0.3833 - mrcnn_mask_loss: 0.3262image_id 86

60/100 [=================>............] - ETA: 3:03 - loss: 1.2659 - rpn_class_loss: 0.0112 - rpn_bbox_loss: 0.3506 - mrcnn_class_loss: 0.2064 - mrcnn_bbox_loss: 0.3769 - mrcnn_mask_loss: 0.3208image_id 415

61/100 [=================>............] - ETA: 2:58 - loss: 1.2516 - rpn_class_loss: 0.0111 - rpn_bbox_loss: 0.3462 - mrcnn_class_loss: 0.2034 - mrcnn_bbox_loss: 0.3735 - mrcnn_mask_loss: 0.3175image_id 61

62/100 [=================>............] - ETA: 2:53 - loss: 1.2419 - rpn_class_loss: 0.0110 - rpn_bbox_loss: 0.3422 - mrcnn_class_loss: 0.2009 - mrcnn_bbox_loss: 0.3718 - mrcnn_mask_loss: 0.3160image_id 36

63/100 [=================>............] - ETA: 2:49 - loss: 1.2384 - rpn_class_loss: 0.0110 - rpn_bbox_loss: 0.3389 - mrcnn_class_loss: 0.1994 - mrcnn_bbox_loss: 0.3720 - mrcnn_mask_loss: 0.3171image_id 5

64/100 [==================>...........] - ETA: 2:44 - loss: 1.2532 - rpn_class_loss: 0.0114 - rpn_bbox_loss: 0.3403 - mrcnn_class_loss: 0.1989 - mrcnn_bbox_loss: 0.3820 - mrcnn_mask_loss: 0.3206image_id 264

65/100 [==================>...........] - ETA: 2:40 - loss: 1.2561 - rpn_class_loss: 0.0113 - rpn_bbox_loss: 0.3401 - mrcnn_class_loss: 0.1977 - mrcnn_bbox_loss: 0.3848 - mrcnn_mask_loss: 0.3221image_id 340

66/100 [==================>...........] - ETA: 2:35 - loss: 1.2740 - rpn_class_loss: 0.0113 - rpn_bbox_loss: 0.3465 - mrcnn_class_loss: 0.1997 - mrcnn_bbox_loss: 0.3875 - mrcnn_mask_loss: 0.3289image_id 7

67/100 [===================>..........] - ETA: 2:31 - loss: 1.2837 - rpn_class_loss: 0.0113 - rpn_bbox_loss: 0.3472 - mrcnn_class_loss: 0.2016 - mrcnn_bbox_loss: 0.3926 - mrcnn_mask_loss: 0.3309image_id 491

68/100 [===================>..........] - ETA: 2:26 - loss: 1.2717 - rpn_class_loss: 0.0112 - rpn_bbox_loss: 0.3430 - mrcnn_class_loss: 0.2010 - mrcnn_bbox_loss: 0.3891 - mrcnn_mask_loss: 0.3274image_id 533

69/100 [===================>..........] - ETA: 2:21 - loss: 1.2664 - rpn_class_loss: 0.0114 - rpn_bbox_loss: 0.3391 - mrcnn_class_loss: 0.2012 - mrcnn_bbox_loss: 0.3869 - mrcnn_mask_loss: 0.3278image_id 806

70/100 [====================>.........] - ETA: 2:17 - loss: 1.2762 - rpn_class_loss: 0.0113 - rpn_bbox_loss: 0.3544 - mrcnn_class_loss: 0.2015 - mrcnn_bbox_loss: 0.3833 - mrcnn_mask_loss: 0.3257image_id 539

71/100 [====================>.........] - ETA: 2:12 - loss: 1.2805 - rpn_class_loss: 0.0114 - rpn_bbox_loss: 0.3567 - mrcnn_class_loss: 0.2013 - mrcnn_bbox_loss: 0.3846 - mrcnn_mask_loss: 0.3266image_id 251

72/100 [====================>.........] - ETA: 2:08 - loss: 1.2837 - rpn_class_loss: 0.0114 - rpn_bbox_loss: 0.3538 - mrcnn_class_loss: 0.2029 - mrcnn_bbox_loss: 0.3865 - mrcnn_mask_loss: 0.3290image_id 686

73/100 [====================>.........] - ETA: 2:03 - loss: 1.2800 - rpn_class_loss: 0.0113 - rpn_bbox_loss: 0.3514 - mrcnn_class_loss: 0.2019 - mrcnn_bbox_loss: 0.3872 - mrcnn_mask_loss: 0.3282image_id 185

74/100 [=====================>........] - ETA: 1:58 - loss: 1.2822 - rpn_class_loss: 0.0112 - rpn_bbox_loss: 0.3524 - mrcnn_class_loss: 0.2026 - mrcnn_bbox_loss: 0.3865 - mrcnn_mask_loss: 0.3294image_id 614

75/100 [=====================>........] - ETA: 1:54 - loss: 1.2869 - rpn_class_loss: 0.0113 - rpn_bbox_loss: 0.3508 - mrcnn_class_loss: 0.2051 - mrcnn_bbox_loss: 0.3886 - mrcnn_mask_loss: 0.3312image_id 287

76/100 [=====================>........] - ETA: 1:49 - loss: 1.2921 - rpn_class_loss: 0.0113 - rpn_bbox_loss: 0.3511 - mrcnn_class_loss: 0.2070 - mrcnn_bbox_loss: 0.3900 - mrcnn_mask_loss: 0.3327image_id 777

77/100 [======================>.......] - ETA: 1:45 - loss: 1.2915 - rpn_class_loss: 0.0112 - rpn_bbox_loss: 0.3626 - mrcnn_class_loss: 0.2043 - mrcnn_bbox_loss: 0.3849 - mrcnn_mask_loss: 0.3284image_id 468

78/100 [======================>.......] - ETA: 1:40 - loss: 1.2925 - rpn_class_loss: 0.0112 - rpn_bbox_loss: 0.3615 - mrcnn_class_loss: 0.2056 - mrcnn_bbox_loss: 0.3861 - mrcnn_mask_loss: 0.3281image_id 114

79/100 [======================>.......] - ETA: 1:36 - loss: 1.2939 - rpn_class_loss: 0.0114 - rpn_bbox_loss: 0.3606 - mrcnn_class_loss: 0.2057 - mrcnn_bbox_loss: 0.3872 - mrcnn_mask_loss: 0.3290image_id 465

80/100 [=======================>......] - ETA: 1:31 - loss: 1.2971 - rpn_class_loss: 0.0116 - rpn_bbox_loss: 0.3602 - mrcnn_class_loss: 0.2073 - mrcnn_bbox_loss: 0.3858 - mrcnn_mask_loss: 0.3322image_id 192

81/100 [=======================>......] - ETA: 1:27 - loss: 1.3051 - rpn_class_loss: 0.0117 - rpn_bbox_loss: 0.3637 - mrcnn_class_loss: 0.2069 - mrcnn_bbox_loss: 0.3872 - mrcnn_mask_loss: 0.3356image_id 734

82/100 [=======================>......] - ETA: 1:22 - loss: 1.3015 - rpn_class_loss: 0.0116 - rpn_bbox_loss: 0.3600 - mrcnn_class_loss: 0.2071 - mrcnn_bbox_loss: 0.3877 - mrcnn_mask_loss: 0.3351image_id 211

83/100 [=======================>......] - ETA: 1:17 - loss: 1.2994 - rpn_class_loss: 0.0115 - rpn_bbox_loss: 0.3571 - mrcnn_class_loss: 0.2077 - mrcnn_bbox_loss: 0.3883 - mrcnn_mask_loss: 0.3347image_id 312

84/100 [========================>.....] - ETA: 1:13 - loss: 1.2986 - rpn_class_loss: 0.0116 - rpn_bbox_loss: 0.3564 - mrcnn_class_loss: 0.2080 - mrcnn_bbox_loss: 0.3882 - mrcnn_mask_loss: 0.3345image_id 664

85/100 [========================>.....] - ETA: 1:08 - loss: 1.2942 - rpn_class_loss: 0.0117 - rpn_bbox_loss: 0.3577 - mrcnn_class_loss: 0.2072 - mrcnn_bbox_loss: 0.3852 - mrcnn_mask_loss: 0.3325image_id 489

86/100 [========================>.....] - ETA: 1:04 - loss: 1.3009 - rpn_class_loss: 0.0117 - rpn_bbox_loss: 0.3552 - mrcnn_class_loss: 0.2058 - mrcnn_bbox_loss: 0.3869 - mrcnn_mask_loss: 0.3412image_id 55

87/100 [=========================>....] - ETA: 59s - loss: 1.3113 - rpn_class_loss: 0.0124 - rpn_bbox_loss: 0.3575 - mrcnn_class_loss: 0.2094 - mrcnn_bbox_loss: 0.3892 - mrcnn_mask_loss: 0.3428 image_id 28

88/100 [=========================>....] - ETA: 54s - loss: 1.3126 - rpn_class_loss: 0.0127 - rpn_bbox_loss: 0.3595 - mrcnn_class_loss: 0.2090 - mrcnn_bbox_loss: 0.3880 - mrcnn_mask_loss: 0.3434image_id 449

89/100 [=========================>....] - ETA: 50s - loss: 1.3038 - rpn_class_loss: 0.0126 - rpn_bbox_loss: 0.3567 - mrcnn_class_loss: 0.2080 - mrcnn_bbox_loss: 0.3856 - mrcnn_mask_loss: 0.3408image_id 534

90/100 [==========================>...] - ETA: 45s - loss: 1.3000 - rpn_class_loss: 0.0125 - rpn_bbox_loss: 0.3552 - mrcnn_class_loss: 0.2073 - mrcnn_bbox_loss: 0.3853 - mrcnn_mask_loss: 0.3397image_id 592

91/100 [==========================>...] - ETA: 41s - loss: 1.3035 - rpn_class_loss: 0.0127 - rpn_bbox_loss: 0.3522 - mrcnn_class_loss: 0.2086 - mrcnn_bbox_loss: 0.3894 - mrcnn_mask_loss: 0.3406image_id 637

92/100 [==========================>...] - ETA: 36s - loss: 1.3423 - rpn_class_loss: 0.0129 - rpn_bbox_loss: 0.3922 - mrcnn_class_loss: 0.2097 - mrcnn_bbox_loss: 0.3883 - mrcnn_mask_loss: 0.3392image_id 120

93/100 [==========================>...] - ETA: 32s - loss: 1.3391 - rpn_class_loss: 0.0128 - rpn_bbox_loss: 0.3914 - mrcnn_class_loss: 0.2091 - mrcnn_bbox_loss: 0.3872 - mrcnn_mask_loss: 0.3385image_id 575

94/100 [===========================>..] - ETA: 27s - loss: 1.3590 - rpn_class_loss: 0.0129 - rpn_bbox_loss: 0.3976 - mrcnn_class_loss: 0.2131 - mrcnn_bbox_loss: 0.3954 - mrcnn_mask_loss: 0.3400image_id 532

95/100 [===========================>..] - ETA: 22s - loss: 1.3603 - rpn_class_loss: 0.0129 - rpn_bbox_loss: 0.3960 - mrcnn_class_loss: 0.2138 - mrcnn_bbox_loss: 0.3967 - mrcnn_mask_loss: 0.3409image_id 229

96/100 [===========================>..] - ETA: 18s - loss: 1.3605 - rpn_class_loss: 0.0128 - rpn_bbox_loss: 0.3942 - mrcnn_class_loss: 0.2142 - mrcnn_bbox_loss: 0.3986 - mrcnn_mask_loss: 0.3407image_id 543

97/100 [============================>.] - ETA: 13s - loss: 1.3597 - rpn_class_loss: 0.0131 - rpn_bbox_loss: 0.3919 - mrcnn_class_loss: 0.2144 - mrcnn_bbox_loss: 0.3988 - mrcnn_mask_loss: 0.3415image_id 717

98/100 [============================>.] - ETA: 9s - loss: 1.3569 - rpn_class_loss: 0.0133 - rpn_bbox_loss: 0.3909 - mrcnn_class_loss: 0.2130 - mrcnn_bbox_loss: 0.3987 - mrcnn_mask_loss: 0.3409 image_id 694

99/100 [============================>.] - ETA: 4s - loss: 1.3561 - rpn_class_loss: 0.0132 - rpn_bbox_loss: 0.3929 - mrcnn_class_loss: 0.2127 - mrcnn_bbox_loss: 0.3966 - mrcnn_mask_loss: 0.3407image_id 774

image_id 2

image_id 3

image_id 5

image_id 0

image_id 6

100/100 [==============================] - 470s 5s/step - loss: 1.3551 - rpn_class_loss: 0.0132 - rpn_bbox_loss: 0.3939 - mrcnn_class_loss: 0.2116 - mrcnn_bbox_loss: 0.3948 - mrcnn_mask_loss: 0.3417 - val_loss: 1.1877 - val_rpn_class_loss: 0.0139 - val_rpn_bbox_loss: 0.2116 - val_mrcnn_class_loss: 0.1783 - val_mrcnn_bbox_loss: 0.3606 - val_mrcnn_mask_loss: 0.4234

Epoch 5/10

image_id 568

1/100 [..............................] - ETA: 7:33 - loss: 1.1221 - rpn_class_loss: 0.0131 - rpn_bbox_loss: 0.1725 - mrcnn_class_loss: 0.1747 - mrcnn_bbox_loss: 0.3646 - mrcnn_mask_loss: 0.3972image_id 708

2/100 [..............................] - ETA: 7:38 - loss: 1.4352 - rpn_class_loss: 0.0124 - rpn_bbox_loss: 0.2433 - mrcnn_class_loss: 0.3142 - mrcnn_bbox_loss: 0.4816 - mrcnn_mask_loss: 0.3837image_id 510

3/100 [..............................] - ETA: 7:31 - loss: 1.6710 - rpn_class_loss: 0.0498 - rpn_bbox_loss: 0.2846 - mrcnn_class_loss: 0.3592 - mrcnn_bbox_loss: 0.5815 - mrcnn_mask_loss: 0.3958image_id 605

4/100 [>.............................] - ETA: 7:23 - loss: 1.3929 - rpn_class_loss: 0.0385 - rpn_bbox_loss: 0.2467 - mrcnn_class_loss: 0.2818 - mrcnn_bbox_loss: 0.4636 - mrcnn_mask_loss: 0.3623image_id 27

5/100 [>.............................] - ETA: 7:20 - loss: 1.3372 - rpn_class_loss: 0.0322 - rpn_bbox_loss: 0.2534 - mrcnn_class_loss: 0.2511 - mrcnn_bbox_loss: 0.4480 - mrcnn_mask_loss: 0.3524image_id 220

6/100 [>.............................] - ETA: 7:16 - loss: 1.3065 - rpn_class_loss: 0.0281 - rpn_bbox_loss: 0.2551 - mrcnn_class_loss: 0.2259 - mrcnn_bbox_loss: 0.4438 - mrcnn_mask_loss: 0.3536image_id 553

7/100 [=>............................] - ETA: 7:12 - loss: 1.3774 - rpn_class_loss: 0.0255 - rpn_bbox_loss: 0.2808 - mrcnn_class_loss: 0.2297 - mrcnn_bbox_loss: 0.4367 - mrcnn_mask_loss: 0.4047image_id 466

8/100 [=>............................] - ETA: 7:06 - loss: 1.4107 - rpn_class_loss: 0.0267 - rpn_bbox_loss: 0.2948 - mrcnn_class_loss: 0.2651 - mrcnn_bbox_loss: 0.4379 - mrcnn_mask_loss: 0.3862image_id 757

9/100 [=>............................] - ETA: 7:00 - loss: 1.3800 - rpn_class_loss: 0.0253 - rpn_bbox_loss: 0.3152 - mrcnn_class_loss: 0.2442 - mrcnn_bbox_loss: 0.4316 - mrcnn_mask_loss: 0.3638image_id 379

10/100 [==>...........................] - ETA: 6:54 - loss: 1.4003 - rpn_class_loss: 0.0237 - rpn_bbox_loss: 0.3400 - mrcnn_class_loss: 0.2404 - mrcnn_bbox_loss: 0.4404 - mrcnn_mask_loss: 0.3559image_id 443

11/100 [==>...........................] - ETA: 6:51 - loss: 1.4494 - rpn_class_loss: 0.0228 - rpn_bbox_loss: 0.3606 - mrcnn_class_loss: 0.2336 - mrcnn_bbox_loss: 0.4632 - mrcnn_mask_loss: 0.3692image_id 550

12/100 [==>...........................] - ETA: 6:47 - loss: 1.4742 - rpn_class_loss: 0.0244 - rpn_bbox_loss: 0.3699 - mrcnn_class_loss: 0.2346 - mrcnn_bbox_loss: 0.4700 - mrcnn_mask_loss: 0.3751image_id 588

13/100 [==>...........................] - ETA: 6:42 - loss: 1.4109 - rpn_class_loss: 0.0234 - rpn_bbox_loss: 0.3471 - mrcnn_class_loss: 0.2250 - mrcnn_bbox_loss: 0.4417 - mrcnn_mask_loss: 0.3737image_id 572

14/100 [===>..........................] - ETA: 6:37 - loss: 1.4433 - rpn_class_loss: 0.0219 - rpn_bbox_loss: 0.3622 - mrcnn_class_loss: 0.2236 - mrcnn_bbox_loss: 0.4444 - mrcnn_mask_loss: 0.3911image_id 3

15/100 [===>..........................] - ETA: 6:32 - loss: 1.4219 - rpn_class_loss: 0.0209 - rpn_bbox_loss: 0.3581 - mrcnn_class_loss: 0.2109 - mrcnn_bbox_loss: 0.4273 - mrcnn_mask_loss: 0.4047image_id 462

16/100 [===>..........................] - ETA: 6:28 - loss: 1.4409 - rpn_class_loss: 0.0255 - rpn_bbox_loss: 0.3627 - mrcnn_class_loss: 0.2219 - mrcnn_bbox_loss: 0.4301 - mrcnn_mask_loss: 0.4007image_id 70

17/100 [====>.........................] - ETA: 6:23 - loss: 1.4288 - rpn_class_loss: 0.0252 - rpn_bbox_loss: 0.3448 - mrcnn_class_loss: 0.2181 - mrcnn_bbox_loss: 0.4180 - mrcnn_mask_loss: 0.4227image_id 43

18/100 [====>.........................] - ETA: 6:18 - loss: 1.4164 - rpn_class_loss: 0.0241 - rpn_bbox_loss: 0.3341 - mrcnn_class_loss: 0.2237 - mrcnn_bbox_loss: 0.4236 - mrcnn_mask_loss: 0.4108image_id 472

19/100 [====>.........................] - ETA: 6:13 - loss: 1.4012 - rpn_class_loss: 0.0236 - rpn_bbox_loss: 0.3227 - mrcnn_class_loss: 0.2230 - mrcnn_bbox_loss: 0.4145 - mrcnn_mask_loss: 0.4174image_id 56

20/100 [=====>........................] - ETA: 6:09 - loss: 1.3615 - rpn_class_loss: 0.0225 - rpn_bbox_loss: 0.3129 - mrcnn_class_loss: 0.2196 - mrcnn_bbox_loss: 0.3987 - mrcnn_mask_loss: 0.4078image_id 32

21/100 [=====>........................] - ETA: 6:05 - loss: 1.3645 - rpn_class_loss: 0.0215 - rpn_bbox_loss: 0.3223 - mrcnn_class_loss: 0.2106 - mrcnn_bbox_loss: 0.4023 - mrcnn_mask_loss: 0.4078image_id 552

22/100 [=====>........................] - ETA: 6:00 - loss: 1.3707 - rpn_class_loss: 0.0212 - rpn_bbox_loss: 0.3239 - mrcnn_class_loss: 0.2118 - mrcnn_bbox_loss: 0.4078 - mrcnn_mask_loss: 0.4062image_id 94

23/100 [=====>........................] - ETA: 5:55 - loss: 1.3934 - rpn_class_loss: 0.0216 - rpn_bbox_loss: 0.3186 - mrcnn_class_loss: 0.2128 - mrcnn_bbox_loss: 0.4185 - mrcnn_mask_loss: 0.4219image_id 100

24/100 [======>.......................] - ETA: 5:50 - loss: 1.3843 - rpn_class_loss: 0.0215 - rpn_bbox_loss: 0.3168 - mrcnn_class_loss: 0.2084 - mrcnn_bbox_loss: 0.4183 - mrcnn_mask_loss: 0.4193image_id 735

25/100 [======>.......................] - ETA: 5:45 - loss: 1.4073 - rpn_class_loss: 0.0207 - rpn_bbox_loss: 0.3470 - mrcnn_class_loss: 0.2083 - mrcnn_bbox_loss: 0.4194 - mrcnn_mask_loss: 0.4119image_id 206

26/100 [======>.......................] - ETA: 5:41 - loss: 1.4116 - rpn_class_loss: 0.0200 - rpn_bbox_loss: 0.3516 - mrcnn_class_loss: 0.2104 - mrcnn_bbox_loss: 0.4177 - mrcnn_mask_loss: 0.4119image_id 53

27/100 [=======>......................] - ETA: 5:36 - loss: 1.3951 - rpn_class_loss: 0.0200 - rpn_bbox_loss: 0.3426 - mrcnn_class_loss: 0.2078 - mrcnn_bbox_loss: 0.4114 - mrcnn_mask_loss: 0.4133image_id 141

28/100 [=======>......................] - ETA: 5:31 - loss: 1.4157 - rpn_class_loss: 0.0212 - rpn_bbox_loss: 0.3403 - mrcnn_class_loss: 0.2212 - mrcnn_bbox_loss: 0.4174 - mrcnn_mask_loss: 0.4156image_id 667

29/100 [=======>......................] - ETA: 5:26 - loss: 1.4144 - rpn_class_loss: 0.0220 - rpn_bbox_loss: 0.3365 - mrcnn_class_loss: 0.2244 - mrcnn_bbox_loss: 0.4197 - mrcnn_mask_loss: 0.4118image_id 728

30/100 [========>.....................] - ETA: 5:22 - loss: 1.4017 - rpn_class_loss: 0.0214 - rpn_bbox_loss: 0.3290 - mrcnn_class_loss: 0.2294 - mrcnn_bbox_loss: 0.4143 - mrcnn_mask_loss: 0.4077image_id 107

31/100 [========>.....................] - ETA: 5:17 - loss: 1.3930 - rpn_class_loss: 0.0211 - rpn_bbox_loss: 0.3266 - mrcnn_class_loss: 0.2263 - mrcnn_bbox_loss: 0.4140 - mrcnn_mask_loss: 0.4051image_id 538

32/100 [========>.....................] - ETA: 5:12 - loss: 1.3812 - rpn_class_loss: 0.0205 - rpn_bbox_loss: 0.3209 - mrcnn_class_loss: 0.2229 - mrcnn_bbox_loss: 0.4117 - mrcnn_mask_loss: 0.4053image_id 459

33/100 [========>.....................] - ETA: 5:08 - loss: 1.3821 - rpn_class_loss: 0.0203 - rpn_bbox_loss: 0.3195 - mrcnn_class_loss: 0.2256 - mrcnn_bbox_loss: 0.4079 - mrcnn_mask_loss: 0.4087image_id 58

34/100 [=========>....................] - ETA: 5:03 - loss: 1.4094 - rpn_class_loss: 0.0202 - rpn_bbox_loss: 0.3284 - mrcnn_class_loss: 0.2409 - mrcnn_bbox_loss: 0.4104 - mrcnn_mask_loss: 0.4095image_id 105

35/100 [=========>....................] - ETA: 4:59 - loss: 1.4137 - rpn_class_loss: 0.0205 - rpn_bbox_loss: 0.3192 - mrcnn_class_loss: 0.2445 - mrcnn_bbox_loss: 0.4205 - mrcnn_mask_loss: 0.4090image_id 17

36/100 [=========>....................] - ETA: 4:54 - loss: 1.3992 - rpn_class_loss: 0.0201 - rpn_bbox_loss: 0.3143 - mrcnn_class_loss: 0.2417 - mrcnn_bbox_loss: 0.4135 - mrcnn_mask_loss: 0.4096image_id 271

37/100 [==========>...................] - ETA: 4:49 - loss: 1.4034 - rpn_class_loss: 0.0201 - rpn_bbox_loss: 0.3227 - mrcnn_class_loss: 0.2408 - mrcnn_bbox_loss: 0.4121 - mrcnn_mask_loss: 0.4078image_id 150

38/100 [==========>...................] - ETA: 4:45 - loss: 1.4110 - rpn_class_loss: 0.0198 - rpn_bbox_loss: 0.3229 - mrcnn_class_loss: 0.2373 - mrcnn_bbox_loss: 0.4199 - mrcnn_mask_loss: 0.4111image_id 560

39/100 [==========>...................] - ETA: 4:40 - loss: 1.4120 - rpn_class_loss: 0.0195 - rpn_bbox_loss: 0.3254 - mrcnn_class_loss: 0.2355 - mrcnn_bbox_loss: 0.4194 - mrcnn_mask_loss: 0.4123image_id 493

40/100 [===========>..................] - ETA: 4:36 - loss: 1.3946 - rpn_class_loss: 0.0190 - rpn_bbox_loss: 0.3228 - mrcnn_class_loss: 0.2333 - mrcnn_bbox_loss: 0.4146 - mrcnn_mask_loss: 0.4048image_id 165

41/100 [===========>..................] - ETA: 4:31 - loss: 1.3986 - rpn_class_loss: 0.0188 - rpn_bbox_loss: 0.3270 - mrcnn_class_loss: 0.2336 - mrcnn_bbox_loss: 0.4166 - mrcnn_mask_loss: 0.4027image_id 139

42/100 [===========>..................] - ETA: 4:26 - loss: 1.3785 - rpn_class_loss: 0.0186 - rpn_bbox_loss: 0.3216 - mrcnn_class_loss: 0.2322 - mrcnn_bbox_loss: 0.4106 - mrcnn_mask_loss: 0.3956image_id 359

43/100 [===========>..................] - ETA: 4:22 - loss: 1.3774 - rpn_class_loss: 0.0184 - rpn_bbox_loss: 0.3215 - mrcnn_class_loss: 0.2338 - mrcnn_bbox_loss: 0.4103 - mrcnn_mask_loss: 0.3934image_id 117

44/100 [============>.................] - ETA: 4:17 - loss: 1.3662 - rpn_class_loss: 0.0182 - rpn_bbox_loss: 0.3173 - mrcnn_class_loss: 0.2322 - mrcnn_bbox_loss: 0.4068 - mrcnn_mask_loss: 0.3916image_id 119

45/100 [============>.................] - ETA: 4:13 - loss: 1.3617 - rpn_class_loss: 0.0179 - rpn_bbox_loss: 0.3108 - mrcnn_class_loss: 0.2297 - mrcnn_bbox_loss: 0.4089 - mrcnn_mask_loss: 0.3945image_id 573

46/100 [============>.................] - ETA: 4:08 - loss: 1.3678 - rpn_class_loss: 0.0179 - rpn_bbox_loss: 0.3136 - mrcnn_class_loss: 0.2294 - mrcnn_bbox_loss: 0.4163 - mrcnn_mask_loss: 0.3906image_id 341

47/100 [=============>................] - ETA: 4:04 - loss: 1.3595 - rpn_class_loss: 0.0179 - rpn_bbox_loss: 0.3085 - mrcnn_class_loss: 0.2272 - mrcnn_bbox_loss: 0.4146 - mrcnn_mask_loss: 0.3912image_id 608

48/100 [=============>................] - ETA: 3:59 - loss: 1.3692 - rpn_class_loss: 0.0178 - rpn_bbox_loss: 0.3092 - mrcnn_class_loss: 0.2242 - mrcnn_bbox_loss: 0.4199 - mrcnn_mask_loss: 0.3982image_id 168

49/100 [=============>................] - ETA: 3:54 - loss: 1.3678 - rpn_class_loss: 0.0175 - rpn_bbox_loss: 0.3061 - mrcnn_class_loss: 0.2213 - mrcnn_bbox_loss: 0.4174 - mrcnn_mask_loss: 0.4055image_id 704

50/100 [==============>...............] - ETA: 3:50 - loss: 1.3511 - rpn_class_loss: 0.0172 - rpn_bbox_loss: 0.3014 - mrcnn_class_loss: 0.2187 - mrcnn_bbox_loss: 0.4128 - mrcnn_mask_loss: 0.4010image_id 697

51/100 [==============>...............] - ETA: 3:45 - loss: 1.3551 - rpn_class_loss: 0.0172 - rpn_bbox_loss: 0.3115 - mrcnn_class_loss: 0.2226 - mrcnn_bbox_loss: 0.4074 - mrcnn_mask_loss: 0.3965image_id 632

52/100 [==============>...............] - ETA: 3:40 - loss: 1.3455 - rpn_class_loss: 0.0169 - rpn_bbox_loss: 0.3159 - mrcnn_class_loss: 0.2187 - mrcnn_bbox_loss: 0.4011 - mrcnn_mask_loss: 0.3929image_id 15

53/100 [==============>...............] - ETA: 3:36 - loss: 1.3325 - rpn_class_loss: 0.0167 - rpn_bbox_loss: 0.3147 - mrcnn_class_loss: 0.2161 - mrcnn_bbox_loss: 0.3966 - mrcnn_mask_loss: 0.3884image_id 772

54/100 [===============>..............] - ETA: 3:31 - loss: 1.3326 - rpn_class_loss: 0.0164 - rpn_bbox_loss: 0.3209 - mrcnn_class_loss: 0.2135 - mrcnn_bbox_loss: 0.3953 - mrcnn_mask_loss: 0.3865image_id 406

55/100 [===============>..............] - ETA: 3:27 - loss: 1.3342 - rpn_class_loss: 0.0167 - rpn_bbox_loss: 0.3224 - mrcnn_class_loss: 0.2127 - mrcnn_bbox_loss: 0.3950 - mrcnn_mask_loss: 0.3874image_id 743

56/100 [===============>..............] - ETA: 3:22 - loss: 1.3265 - rpn_class_loss: 0.0164 - rpn_bbox_loss: 0.3220 - mrcnn_class_loss: 0.2098 - mrcnn_bbox_loss: 0.3937 - mrcnn_mask_loss: 0.3846image_id 720

57/100 [================>.............] - ETA: 3:17 - loss: 1.3155 - rpn_class_loss: 0.0162 - rpn_bbox_loss: 0.3207 - mrcnn_class_loss: 0.2071 - mrcnn_bbox_loss: 0.3892 - mrcnn_mask_loss: 0.3823image_id 811

58/100 [================>.............] - ETA: 3:13 - loss: 1.3122 - rpn_class_loss: 0.0160 - rpn_bbox_loss: 0.3177 - mrcnn_class_loss: 0.2114 - mrcnn_bbox_loss: 0.3865 - mrcnn_mask_loss: 0.3806image_id 337

59/100 [================>.............] - ETA: 3:08 - loss: 1.3070 - rpn_class_loss: 0.0160 - rpn_bbox_loss: 0.3148 - mrcnn_class_loss: 0.2147 - mrcnn_bbox_loss: 0.3820 - mrcnn_mask_loss: 0.3795image_id 89

60/100 [=================>............] - ETA: 3:03 - loss: 1.2959 - rpn_class_loss: 0.0159 - rpn_bbox_loss: 0.3120 - mrcnn_class_loss: 0.2115 - mrcnn_bbox_loss: 0.3795 - mrcnn_mask_loss: 0.3771image_id 444

61/100 [=================>............] - ETA: 2:59 - loss: 1.2860 - rpn_class_loss: 0.0157 - rpn_bbox_loss: 0.3080 - mrcnn_class_loss: 0.2103 - mrcnn_bbox_loss: 0.3776 - mrcnn_mask_loss: 0.3744image_id 549

62/100 [=================>............] - ETA: 2:54 - loss: 1.2990 - rpn_class_loss: 0.0159 - rpn_bbox_loss: 0.3086 - mrcnn_class_loss: 0.2138 - mrcnn_bbox_loss: 0.3864 - mrcnn_mask_loss: 0.3743image_id 224

63/100 [=================>............] - ETA: 2:50 - loss: 1.3120 - rpn_class_loss: 0.0162 - rpn_bbox_loss: 0.3158 - mrcnn_class_loss: 0.2175 - mrcnn_bbox_loss: 0.3884 - mrcnn_mask_loss: 0.3740image_id 302

64/100 [==================>...........] - ETA: 2:45 - loss: 1.3140 - rpn_class_loss: 0.0161 - rpn_bbox_loss: 0.3139 - mrcnn_class_loss: 0.2170 - mrcnn_bbox_loss: 0.3897 - mrcnn_mask_loss: 0.3773image_id 480

65/100 [==================>...........] - ETA: 2:41 - loss: 1.3320 - rpn_class_loss: 0.0161 - rpn_bbox_loss: 0.3268 - mrcnn_class_loss: 0.2200 - mrcnn_bbox_loss: 0.3929 - mrcnn_mask_loss: 0.3762image_id 589

66/100 [==================>...........] - ETA: 2:36 - loss: 1.3388 - rpn_class_loss: 0.0160 - rpn_bbox_loss: 0.3286 - mrcnn_class_loss: 0.2193 - mrcnn_bbox_loss: 0.3909 - mrcnn_mask_loss: 0.3840image_id 416

67/100 [===================>..........] - ETA: 2:31 - loss: 1.3566 - rpn_class_loss: 0.0159 - rpn_bbox_loss: 0.3291 - mrcnn_class_loss: 0.2207 - mrcnn_bbox_loss: 0.4018 - mrcnn_mask_loss: 0.3891image_id 644

68/100 [===================>..........] - ETA: 2:27 - loss: 1.3585 - rpn_class_loss: 0.0164 - rpn_bbox_loss: 0.3293 - mrcnn_class_loss: 0.2196 - mrcnn_bbox_loss: 0.4043 - mrcnn_mask_loss: 0.3889image_id 562

69/100 [===================>..........] - ETA: 2:22 - loss: 1.3632 - rpn_class_loss: 0.0167 - rpn_bbox_loss: 0.3257 - mrcnn_class_loss: 0.2293 - mrcnn_bbox_loss: 0.4025 - mrcnn_mask_loss: 0.3889image_id 423

70/100 [====================>.........] - ETA: 2:17 - loss: 1.3584 - rpn_class_loss: 0.0165 - rpn_bbox_loss: 0.3241 - mrcnn_class_loss: 0.2286 - mrcnn_bbox_loss: 0.4044 - mrcnn_mask_loss: 0.3849image_id 770

71/100 [====================>.........] - ETA: 2:13 - loss: 1.3593 - rpn_class_loss: 0.0164 - rpn_bbox_loss: 0.3236 - mrcnn_class_loss: 0.2338 - mrcnn_bbox_loss: 0.4020 - mrcnn_mask_loss: 0.3836image_id 641

72/100 [====================>.........] - ETA: 2:08 - loss: 1.3576 - rpn_class_loss: 0.0162 - rpn_bbox_loss: 0.3259 - mrcnn_class_loss: 0.2310 - mrcnn_bbox_loss: 0.4019 - mrcnn_mask_loss: 0.3826image_id 574

73/100 [====================>.........] - ETA: 2:04 - loss: 1.3665 - rpn_class_loss: 0.0168 - rpn_bbox_loss: 0.3280 - mrcnn_class_loss: 0.2305 - mrcnn_bbox_loss: 0.4069 - mrcnn_mask_loss: 0.3844image_id 84

74/100 [=====================>........] - ETA: 1:59 - loss: 1.3801 - rpn_class_loss: 0.0169 - rpn_bbox_loss: 0.3258 - mrcnn_class_loss: 0.2318 - mrcnn_bbox_loss: 0.4161 - mrcnn_mask_loss: 0.3895image_id 152

75/100 [=====================>........] - ETA: 1:54 - loss: 1.3880 - rpn_class_loss: 0.0170 - rpn_bbox_loss: 0.3242 - mrcnn_class_loss: 0.2332 - mrcnn_bbox_loss: 0.4223 - mrcnn_mask_loss: 0.3913image_id 30

76/100 [=====================>........] - ETA: 1:50 - loss: 1.3796 - rpn_class_loss: 0.0168 - rpn_bbox_loss: 0.3216 - mrcnn_class_loss: 0.2316 - mrcnn_bbox_loss: 0.4199 - mrcnn_mask_loss: 0.3896image_id 323

77/100 [======================>.......] - ETA: 1:45 - loss: 1.3916 - rpn_class_loss: 0.0173 - rpn_bbox_loss: 0.3212 - mrcnn_class_loss: 0.2371 - mrcnn_bbox_loss: 0.4259 - mrcnn_mask_loss: 0.3901image_id 147

78/100 [======================>.......] - ETA: 1:41 - loss: 1.3906 - rpn_class_loss: 0.0171 - rpn_bbox_loss: 0.3233 - mrcnn_class_loss: 0.2398 - mrcnn_bbox_loss: 0.4233 - mrcnn_mask_loss: 0.3871image_id 799

79/100 [======================>.......] - ETA: 1:36 - loss: 1.3956 - rpn_class_loss: 0.0170 - rpn_bbox_loss: 0.3207 - mrcnn_class_loss: 0.2395 - mrcnn_bbox_loss: 0.4253 - mrcnn_mask_loss: 0.3932image_id 49

80/100 [=======================>......] - ETA: 1:31 - loss: 1.3818 - rpn_class_loss: 0.0169 - rpn_bbox_loss: 0.3173 - mrcnn_class_loss: 0.2370 - mrcnn_bbox_loss: 0.4212 - mrcnn_mask_loss: 0.3895image_id 175

81/100 [=======================>......] - ETA: 1:27 - loss: 1.3846 - rpn_class_loss: 0.0170 - rpn_bbox_loss: 0.3174 - mrcnn_class_loss: 0.2366 - mrcnn_bbox_loss: 0.4245 - mrcnn_mask_loss: 0.3892image_id 259

82/100 [=======================>......] - ETA: 1:22 - loss: 1.3971 - rpn_class_loss: 0.0171 - rpn_bbox_loss: 0.3235 - mrcnn_class_loss: 0.2404 - mrcnn_bbox_loss: 0.4288 - mrcnn_mask_loss: 0.3872image_id 228

83/100 [=======================>......] - ETA: 1:18 - loss: 1.3956 - rpn_class_loss: 0.0170 - rpn_bbox_loss: 0.3238 - mrcnn_class_loss: 0.2405 - mrcnn_bbox_loss: 0.4274 - mrcnn_mask_loss: 0.3869image_id 34

84/100 [========================>.....] - ETA: 1:13 - loss: 1.3916 - rpn_class_loss: 0.0169 - rpn_bbox_loss: 0.3210 - mrcnn_class_loss: 0.2399 - mrcnn_bbox_loss: 0.4291 - mrcnn_mask_loss: 0.3846image_id 80

85/100 [========================>.....] - ETA: 1:08 - loss: 1.3856 - rpn_class_loss: 0.0169 - rpn_bbox_loss: 0.3189 - mrcnn_class_loss: 0.2394 - mrcnn_bbox_loss: 0.4268 - mrcnn_mask_loss: 0.3837image_id 316

86/100 [========================>.....] - ETA: 1:04 - loss: 1.3783 - rpn_class_loss: 0.0168 - rpn_bbox_loss: 0.3156 - mrcnn_class_loss: 0.2395 - mrcnn_bbox_loss: 0.4242 - mrcnn_mask_loss: 0.3823image_id 164

87/100 [=========================>....] - ETA: 59s - loss: 1.3840 - rpn_class_loss: 0.0167 - rpn_bbox_loss: 0.3154 - mrcnn_class_loss: 0.2412 - mrcnn_bbox_loss: 0.4254 - mrcnn_mask_loss: 0.3853 image_id 452

88/100 [=========================>....] - ETA: 55s - loss: 1.3958 - rpn_class_loss: 0.0167 - rpn_bbox_loss: 0.3200 - mrcnn_class_loss: 0.2412 - mrcnn_bbox_loss: 0.4292 - mrcnn_mask_loss: 0.3887image_id 529

89/100 [=========================>....] - ETA: 50s - loss: 1.4052 - rpn_class_loss: 0.0171 - rpn_bbox_loss: 0.3218 - mrcnn_class_loss: 0.2443 - mrcnn_bbox_loss: 0.4338 - mrcnn_mask_loss: 0.3882image_id 346

90/100 [==========================>...] - ETA: 46s - loss: 1.4095 - rpn_class_loss: 0.0169 - rpn_bbox_loss: 0.3195 - mrcnn_class_loss: 0.2484 - mrcnn_bbox_loss: 0.4358 - mrcnn_mask_loss: 0.3889image_id 655

91/100 [==========================>...] - ETA: 41s - loss: 1.4082 - rpn_class_loss: 0.0168 - rpn_bbox_loss: 0.3192 - mrcnn_class_loss: 0.2474 - mrcnn_bbox_loss: 0.4357 - mrcnn_mask_loss: 0.3891image_id 722

92/100 [==========================>...] - ETA: 36s - loss: 1.4057 - rpn_class_loss: 0.0166 - rpn_bbox_loss: 0.3187 - mrcnn_class_loss: 0.2448 - mrcnn_bbox_loss: 0.4353 - mrcnn_mask_loss: 0.3903image_id 203

93/100 [==========================>...] - ETA: 32s - loss: 1.4135 - rpn_class_loss: 0.0165 - rpn_bbox_loss: 0.3240 - mrcnn_class_loss: 0.2455 - mrcnn_bbox_loss: 0.4375 - mrcnn_mask_loss: 0.3899image_id 681

94/100 [===========================>..] - ETA: 27s - loss: 1.4093 - rpn_class_loss: 0.0164 - rpn_bbox_loss: 0.3257 - mrcnn_class_loss: 0.2438 - mrcnn_bbox_loss: 0.4364 - mrcnn_mask_loss: 0.3870image_id 591

95/100 [===========================>..] - ETA: 23s - loss: 1.4125 - rpn_class_loss: 0.0163 - rpn_bbox_loss: 0.3268 - mrcnn_class_loss: 0.2433 - mrcnn_bbox_loss: 0.4362 - mrcnn_mask_loss: 0.3899image_id 219

96/100 [===========================>..] - ETA: 18s - loss: 1.4100 - rpn_class_loss: 0.0163 - rpn_bbox_loss: 0.3242 - mrcnn_class_loss: 0.2426 - mrcnn_bbox_loss: 0.4363 - mrcnn_mask_loss: 0.3906image_id 504

97/100 [============================>.] - ETA: 13s - loss: 1.4146 - rpn_class_loss: 0.0162 - rpn_bbox_loss: 0.3220 - mrcnn_class_loss: 0.2425 - mrcnn_bbox_loss: 0.4379 - mrcnn_mask_loss: 0.3961image_id 418

98/100 [============================>.] - ETA: 9s - loss: 1.4094 - rpn_class_loss: 0.0161 - rpn_bbox_loss: 0.3209 - mrcnn_class_loss: 0.2414 - mrcnn_bbox_loss: 0.4372 - mrcnn_mask_loss: 0.3938 image_id 360

99/100 [============================>.] - ETA: 4s - loss: 1.4044 - rpn_class_loss: 0.0160 - rpn_bbox_loss: 0.3179 - mrcnn_class_loss: 0.2406 - mrcnn_bbox_loss: 0.4363 - mrcnn_mask_loss: 0.3936image_id 474

image_id 4

image_id 0

image_id 5

image_id 6

image_id 4

100/100 [==============================] - 473s 5s/step - loss: 1.4029 - rpn_class_loss: 0.0160 - rpn_bbox_loss: 0.3150 - mrcnn_class_loss: 0.2402 - mrcnn_bbox_loss: 0.4366 - mrcnn_mask_loss: 0.3951 - val_loss: 1.0083 - val_rpn_class_loss: 0.0107 - val_rpn_bbox_loss: 0.1891 - val_mrcnn_class_loss: 0.1148 - val_mrcnn_bbox_loss: 0.3252 - val_mrcnn_mask_loss: 0.3685

Epoch 6/10

image_id 666

1/100 [..............................] - ETA: 7:43 - loss: 1.0699 - rpn_class_loss: 0.0201 - rpn_bbox_loss: 0.1227 - mrcnn_class_loss: 0.0916 - mrcnn_bbox_loss: 0.3276 - mrcnn_mask_loss: 0.5078image_id 309

2/100 [..............................] - ETA: 7:37 - loss: 0.7290 - rpn_class_loss: 0.0125 - rpn_bbox_loss: 0.1503 - mrcnn_class_loss: 0.0667 - mrcnn_bbox_loss: 0.2025 - mrcnn_mask_loss: 0.2969image_id 476

3/100 [..............................] - ETA: 7:33 - loss: 0.7886 - rpn_class_loss: 0.0113 - rpn_bbox_loss: 0.1756 - mrcnn_class_loss: 0.1385 - mrcnn_bbox_loss: 0.2091 - mrcnn_mask_loss: 0.2540image_id 810

4/100 [>.............................] - ETA: 7:26 - loss: 0.8482 - rpn_class_loss: 0.0108 - rpn_bbox_loss: 0.1602 - mrcnn_class_loss: 0.1301 - mrcnn_bbox_loss: 0.2536 - mrcnn_mask_loss: 0.2935image_id 20

5/100 [>.............................] - ETA: 7:19 - loss: 0.7919 - rpn_class_loss: 0.0097 - rpn_bbox_loss: 0.1552 - mrcnn_class_loss: 0.1312 - mrcnn_bbox_loss: 0.2190 - mrcnn_mask_loss: 0.2768image_id 16

6/100 [>.............................] - ETA: 7:14 - loss: 1.0785 - rpn_class_loss: 0.0345 - rpn_bbox_loss: 0.2495 - mrcnn_class_loss: 0.1799 - mrcnn_bbox_loss: 0.3165 - mrcnn_mask_loss: 0.2981image_id 148

7/100 [=>............................] - ETA: 7:09 - loss: 1.1596 - rpn_class_loss: 0.0321 - rpn_bbox_loss: 0.2515 - mrcnn_class_loss: 0.1837 - mrcnn_bbox_loss: 0.3584 - mrcnn_mask_loss: 0.3338image_id 14

8/100 [=>............................] - ETA: 7:04 - loss: 1.1630 - rpn_class_loss: 0.0313 - rpn_bbox_loss: 0.2476 - mrcnn_class_loss: 0.1871 - mrcnn_bbox_loss: 0.3596 - mrcnn_mask_loss: 0.3375image_id 329

9/100 [=>............................] - ETA: 6:58 - loss: 1.1803 - rpn_class_loss: 0.0282 - rpn_bbox_loss: 0.2391 - mrcnn_class_loss: 0.1856 - mrcnn_bbox_loss: 0.3907 - mrcnn_mask_loss: 0.3367image_id 324

10/100 [==>...........................] - ETA: 6:53 - loss: 1.2048 - rpn_class_loss: 0.0283 - rpn_bbox_loss: 0.2437 - mrcnn_class_loss: 0.1968 - mrcnn_bbox_loss: 0.3799 - mrcnn_mask_loss: 0.3562image_id 230

11/100 [==>...........................] - ETA: 6:48 - loss: 1.2552 - rpn_class_loss: 0.0261 - rpn_bbox_loss: 0.2584 - mrcnn_class_loss: 0.1962 - mrcnn_bbox_loss: 0.4095 - mrcnn_mask_loss: 0.3650image_id 732

12/100 [==>...........................] - ETA: 6:43 - loss: 1.1977 - rpn_class_loss: 0.0240 - rpn_bbox_loss: 0.2510 - mrcnn_class_loss: 0.1865 - mrcnn_bbox_loss: 0.3856 - mrcnn_mask_loss: 0.3506image_id 88

13/100 [==>...........................] - ETA: 6:39 - loss: 1.2771 - rpn_class_loss: 0.0242 - rpn_bbox_loss: 0.2688 - mrcnn_class_loss: 0.2464 - mrcnn_bbox_loss: 0.3842 - mrcnn_mask_loss: 0.3535image_id 685

14/100 [===>..........................] - ETA: 6:35 - loss: 1.2576 - rpn_class_loss: 0.0240 - rpn_bbox_loss: 0.2649 - mrcnn_class_loss: 0.2391 - mrcnn_bbox_loss: 0.3800 - mrcnn_mask_loss: 0.3497image_id 557

15/100 [===>..........................] - ETA: 6:30 - loss: 1.3495 - rpn_class_loss: 0.0228 - rpn_bbox_loss: 0.2871 - mrcnn_class_loss: 0.2451 - mrcnn_bbox_loss: 0.4222 - mrcnn_mask_loss: 0.3722image_id 458

16/100 [===>..........................] - ETA: 6:25 - loss: 1.3367 - rpn_class_loss: 0.0216 - rpn_bbox_loss: 0.2737 - mrcnn_class_loss: 0.2488 - mrcnn_bbox_loss: 0.4233 - mrcnn_mask_loss: 0.3694image_id 31

17/100 [====>.........................] - ETA: 6:20 - loss: 1.2978 - rpn_class_loss: 0.0208 - rpn_bbox_loss: 0.2606 - mrcnn_class_loss: 0.2411 - mrcnn_bbox_loss: 0.4153 - mrcnn_mask_loss: 0.3600image_id 640

18/100 [====>.........................] - ETA: 6:16 - loss: 1.3221 - rpn_class_loss: 0.0204 - rpn_bbox_loss: 0.2642 - mrcnn_class_loss: 0.2459 - mrcnn_bbox_loss: 0.4263 - mrcnn_mask_loss: 0.3652image_id 22

19/100 [====>.........................] - ETA: 6:11 - loss: 1.3246 - rpn_class_loss: 0.0197 - rpn_bbox_loss: 0.2613 - mrcnn_class_loss: 0.2513 - mrcnn_bbox_loss: 0.4298 - mrcnn_mask_loss: 0.3626image_id 238

20/100 [=====>........................] - ETA: 6:06 - loss: 1.2836 - rpn_class_loss: 0.0188 - rpn_bbox_loss: 0.2512 - mrcnn_class_loss: 0.2422 - mrcnn_bbox_loss: 0.4163 - mrcnn_mask_loss: 0.3552image_id 581

21/100 [=====>........................] - ETA: 6:01 - loss: 1.3190 - rpn_class_loss: 0.0188 - rpn_bbox_loss: 0.3032 - mrcnn_class_loss: 0.2356 - mrcnn_bbox_loss: 0.4052 - mrcnn_mask_loss: 0.3562image_id 136

22/100 [=====>........................] - ETA: 5:57 - loss: 1.3034 - rpn_class_loss: 0.0180 - rpn_bbox_loss: 0.2939 - mrcnn_class_loss: 0.2370 - mrcnn_bbox_loss: 0.3979 - mrcnn_mask_loss: 0.3566image_id 689

23/100 [=====>........................] - ETA: 5:52 - loss: 1.2975 - rpn_class_loss: 0.0172 - rpn_bbox_loss: 0.2944 - mrcnn_class_loss: 0.2341 - mrcnn_bbox_loss: 0.3962 - mrcnn_mask_loss: 0.3557image_id 509

24/100 [======>.......................] - ETA: 5:48 - loss: 1.2878 - rpn_class_loss: 0.0167 - rpn_bbox_loss: 0.2952 - mrcnn_class_loss: 0.2297 - mrcnn_bbox_loss: 0.3909 - mrcnn_mask_loss: 0.3554image_id 133

25/100 [======>.......................] - ETA: 5:43 - loss: 1.3068 - rpn_class_loss: 0.0175 - rpn_bbox_loss: 0.2978 - mrcnn_class_loss: 0.2285 - mrcnn_bbox_loss: 0.4052 - mrcnn_mask_loss: 0.3577image_id 200

26/100 [======>.......................] - ETA: 5:38 - loss: 1.2972 - rpn_class_loss: 0.0171 - rpn_bbox_loss: 0.2974 - mrcnn_class_loss: 0.2291 - mrcnn_bbox_loss: 0.3982 - mrcnn_mask_loss: 0.3554image_id 701

27/100 [=======>......................] - ETA: 5:34 - loss: 1.2742 - rpn_class_loss: 0.0169 - rpn_bbox_loss: 0.2894 - mrcnn_class_loss: 0.2213 - mrcnn_bbox_loss: 0.3972 - mrcnn_mask_loss: 0.3494image_id 9

28/100 [=======>......................] - ETA: 5:30 - loss: 1.3014 - rpn_class_loss: 0.0172 - rpn_bbox_loss: 0.2856 - mrcnn_class_loss: 0.2284 - mrcnn_bbox_loss: 0.4078 - mrcnn_mask_loss: 0.3624image_id 180

29/100 [=======>......................] - ETA: 5:25 - loss: 1.3058 - rpn_class_loss: 0.0171 - rpn_bbox_loss: 0.2866 - mrcnn_class_loss: 0.2256 - mrcnn_bbox_loss: 0.4141 - mrcnn_mask_loss: 0.3625image_id 116

30/100 [========>.....................] - ETA: 5:20 - loss: 1.2812 - rpn_class_loss: 0.0165 - rpn_bbox_loss: 0.2794 - mrcnn_class_loss: 0.2203 - mrcnn_bbox_loss: 0.4115 - mrcnn_mask_loss: 0.3535image_id 281

31/100 [========>.....................] - ETA: 5:15 - loss: 1.3101 - rpn_class_loss: 0.0161 - rpn_bbox_loss: 0.2821 - mrcnn_class_loss: 0.2159 - mrcnn_bbox_loss: 0.4190 - mrcnn_mask_loss: 0.3770image_id 128

32/100 [========>.....................] - ETA: 5:11 - loss: 1.3153 - rpn_class_loss: 0.0169 - rpn_bbox_loss: 0.2839 - mrcnn_class_loss: 0.2197 - mrcnn_bbox_loss: 0.4199 - mrcnn_mask_loss: 0.3749image_id 301

33/100 [========>.....................] - ETA: 5:06 - loss: 1.3354 - rpn_class_loss: 0.0167 - rpn_bbox_loss: 0.2929 - mrcnn_class_loss: 0.2199 - mrcnn_bbox_loss: 0.4241 - mrcnn_mask_loss: 0.3817image_id 239

34/100 [=========>....................] - ETA: 5:02 - loss: 1.3204 - rpn_class_loss: 0.0165 - rpn_bbox_loss: 0.2919 - mrcnn_class_loss: 0.2155 - mrcnn_bbox_loss: 0.4155 - mrcnn_mask_loss: 0.3810image_id 140

35/100 [=========>....................] - ETA: 4:57 - loss: 1.3231 - rpn_class_loss: 0.0164 - rpn_bbox_loss: 0.3001 - mrcnn_class_loss: 0.2150 - mrcnn_bbox_loss: 0.4144 - mrcnn_mask_loss: 0.3772image_id 2

36/100 [=========>....................] - ETA: 4:52 - loss: 1.3185 - rpn_class_loss: 0.0162 - rpn_bbox_loss: 0.2942 - mrcnn_class_loss: 0.2140 - mrcnn_bbox_loss: 0.4132 - mrcnn_mask_loss: 0.3809image_id 283

37/100 [==========>...................] - ETA: 4:48 - loss: 1.3148 - rpn_class_loss: 0.0161 - rpn_bbox_loss: 0.2911 - mrcnn_class_loss: 0.2114 - mrcnn_bbox_loss: 0.4170 - mrcnn_mask_loss: 0.3793image_id 737

38/100 [==========>...................] - ETA: 4:43 - loss: 1.4211 - rpn_class_loss: 0.0162 - rpn_bbox_loss: 0.4237 - mrcnn_class_loss: 0.2058 - mrcnn_bbox_loss: 0.4060 - mrcnn_mask_loss: 0.3693image_id 440

39/100 [==========>...................] - ETA: 4:38 - loss: 1.4413 - rpn_class_loss: 0.0170 - rpn_bbox_loss: 0.4337 - mrcnn_class_loss: 0.2133 - mrcnn_bbox_loss: 0.4079 - mrcnn_mask_loss: 0.3693image_id 763

40/100 [===========>..................] - ETA: 4:34 - loss: 1.4189 - rpn_class_loss: 0.0167 - rpn_bbox_loss: 0.4255 - mrcnn_class_loss: 0.2115 - mrcnn_bbox_loss: 0.4013 - mrcnn_mask_loss: 0.3640image_id 167

41/100 [===========>..................] - ETA: 4:29 - loss: 1.4199 - rpn_class_loss: 0.0168 - rpn_bbox_loss: 0.4211 - mrcnn_class_loss: 0.2162 - mrcnn_bbox_loss: 0.4040 - mrcnn_mask_loss: 0.3618image_id 761

42/100 [===========>..................] - ETA: 4:25 - loss: 1.4177 - rpn_class_loss: 0.0171 - rpn_bbox_loss: 0.4169 - mrcnn_class_loss: 0.2165 - mrcnn_bbox_loss: 0.3982 - mrcnn_mask_loss: 0.3689image_id 547

43/100 [===========>..................] - ETA: 4:20 - loss: 1.4277 - rpn_class_loss: 0.0168 - rpn_bbox_loss: 0.4259 - mrcnn_class_loss: 0.2145 - mrcnn_bbox_loss: 0.4001 - mrcnn_mask_loss: 0.3704image_id 353

44/100 [============>.................] - ETA: 4:15 - loss: 1.4458 - rpn_class_loss: 0.0165 - rpn_bbox_loss: 0.4313 - mrcnn_class_loss: 0.2098 - mrcnn_bbox_loss: 0.4130 - mrcnn_mask_loss: 0.3752image_id 767

45/100 [============>.................] - ETA: 4:11 - loss: 1.4500 - rpn_class_loss: 0.0162 - rpn_bbox_loss: 0.4271 - mrcnn_class_loss: 0.2099 - mrcnn_bbox_loss: 0.4145 - mrcnn_mask_loss: 0.3823image_id 629

46/100 [============>.................] - ETA: 4:06 - loss: 1.4748 - rpn_class_loss: 0.0159 - rpn_bbox_loss: 0.4402 - mrcnn_class_loss: 0.2171 - mrcnn_bbox_loss: 0.4171 - mrcnn_mask_loss: 0.3846image_id 361

47/100 [=============>................] - ETA: 4:02 - loss: 1.4589 - rpn_class_loss: 0.0156 - rpn_bbox_loss: 0.4336 - mrcnn_class_loss: 0.2130 - mrcnn_bbox_loss: 0.4159 - mrcnn_mask_loss: 0.3808image_id 601

48/100 [=============>................] - ETA: 3:57 - loss: 1.4479 - rpn_class_loss: 0.0159 - rpn_bbox_loss: 0.4313 - mrcnn_class_loss: 0.2119 - mrcnn_bbox_loss: 0.4126 - mrcnn_mask_loss: 0.3762image_id 432

49/100 [=============>................] - ETA: 3:52 - loss: 1.4468 - rpn_class_loss: 0.0158 - rpn_bbox_loss: 0.4245 - mrcnn_class_loss: 0.2124 - mrcnn_bbox_loss: 0.4192 - mrcnn_mask_loss: 0.3748image_id 368

50/100 [==============>...............] - ETA: 3:48 - loss: 1.4618 - rpn_class_loss: 0.0156 - rpn_bbox_loss: 0.4349 - mrcnn_class_loss: 0.2111 - mrcnn_bbox_loss: 0.4261 - mrcnn_mask_loss: 0.3740image_id 520

51/100 [==============>...............] - ETA: 3:43 - loss: 1.4531 - rpn_class_loss: 0.0157 - rpn_bbox_loss: 0.4296 - mrcnn_class_loss: 0.2096 - mrcnn_bbox_loss: 0.4267 - mrcnn_mask_loss: 0.3716image_id 213

52/100 [==============>...............] - ETA: 3:39 - loss: 1.4608 - rpn_class_loss: 0.0155 - rpn_bbox_loss: 0.4280 - mrcnn_class_loss: 0.2125 - mrcnn_bbox_loss: 0.4314 - mrcnn_mask_loss: 0.3734image_id 261

53/100 [==============>...............] - ETA: 3:34 - loss: 1.4430 - rpn_class_loss: 0.0153 - rpn_bbox_loss: 0.4227 - mrcnn_class_loss: 0.2106 - mrcnn_bbox_loss: 0.4259 - mrcnn_mask_loss: 0.3685image_id 514

54/100 [===============>..............] - ETA: 3:29 - loss: 1.4456 - rpn_class_loss: 0.0152 - rpn_bbox_loss: 0.4230 - mrcnn_class_loss: 0.2108 - mrcnn_bbox_loss: 0.4241 - mrcnn_mask_loss: 0.3725image_id 388

55/100 [===============>..............] - ETA: 3:25 - loss: 1.4451 - rpn_class_loss: 0.0158 - rpn_bbox_loss: 0.4282 - mrcnn_class_loss: 0.2093 - mrcnn_bbox_loss: 0.4221 - mrcnn_mask_loss: 0.3697image_id 515

56/100 [===============>..............] - ETA: 3:20 - loss: 1.4394 - rpn_class_loss: 0.0156 - rpn_bbox_loss: 0.4211 - mrcnn_class_loss: 0.2109 - mrcnn_bbox_loss: 0.4212 - mrcnn_mask_loss: 0.3706image_id 690

57/100 [================>.............] - ETA: 3:16 - loss: 1.5400 - rpn_class_loss: 0.0156 - rpn_bbox_loss: 0.5224 - mrcnn_class_loss: 0.2082 - mrcnn_bbox_loss: 0.4204 - mrcnn_mask_loss: 0.3735image_id 677

58/100 [================>.............] - ETA: 3:11 - loss: 1.5253 - rpn_class_loss: 0.0155 - rpn_bbox_loss: 0.5146 - mrcnn_class_loss: 0.2058 - mrcnn_bbox_loss: 0.4166 - mrcnn_mask_loss: 0.3728image_id 135

59/100 [================>.............] - ETA: 3:07 - loss: 1.5232 - rpn_class_loss: 0.0156 - rpn_bbox_loss: 0.5104 - mrcnn_class_loss: 0.2050 - mrcnn_bbox_loss: 0.4190 - mrcnn_mask_loss: 0.3733image_id 319

60/100 [=================>............] - ETA: 3:02 - loss: 1.5167 - rpn_class_loss: 0.0154 - rpn_bbox_loss: 0.5078 - mrcnn_class_loss: 0.2031 - mrcnn_bbox_loss: 0.4199 - mrcnn_mask_loss: 0.3705image_id 502

61/100 [=================>............] - ETA: 2:58 - loss: 1.5231 - rpn_class_loss: 0.0155 - rpn_bbox_loss: 0.5092 - mrcnn_class_loss: 0.2048 - mrcnn_bbox_loss: 0.4219 - mrcnn_mask_loss: 0.3718image_id 494

62/100 [=================>............] - ETA: 2:53 - loss: 1.5168 - rpn_class_loss: 0.0157 - rpn_bbox_loss: 0.5036 - mrcnn_class_loss: 0.2042 - mrcnn_bbox_loss: 0.4208 - mrcnn_mask_loss: 0.3725image_id 729

63/100 [=================>............] - ETA: 2:48 - loss: 1.5058 - rpn_class_loss: 0.0155 - rpn_bbox_loss: 0.4984 - mrcnn_class_loss: 0.2028 - mrcnn_bbox_loss: 0.4168 - mrcnn_mask_loss: 0.3723image_id 339

64/100 [==================>...........] - ETA: 2:44 - loss: 1.4946 - rpn_class_loss: 0.0153 - rpn_bbox_loss: 0.4913 - mrcnn_class_loss: 0.2020 - mrcnn_bbox_loss: 0.4167 - mrcnn_mask_loss: 0.3692image_id 308

65/100 [==================>...........] - ETA: 2:39 - loss: 1.5009 - rpn_class_loss: 0.0158 - rpn_bbox_loss: 0.5123 - mrcnn_class_loss: 0.1989 - mrcnn_bbox_loss: 0.4103 - mrcnn_mask_loss: 0.3636image_id 475

66/100 [==================>...........] - ETA: 2:35 - loss: 1.4946 - rpn_class_loss: 0.0156 - rpn_bbox_loss: 0.5114 - mrcnn_class_loss: 0.1978 - mrcnn_bbox_loss: 0.4075 - mrcnn_mask_loss: 0.3623image_id 554

67/100 [===================>..........] - ETA: 2:30 - loss: 1.4852 - rpn_class_loss: 0.0154 - rpn_bbox_loss: 0.5058 - mrcnn_class_loss: 0.1984 - mrcnn_bbox_loss: 0.4036 - mrcnn_mask_loss: 0.3618image_id 561

68/100 [===================>..........] - ETA: 2:26 - loss: 1.4999 - rpn_class_loss: 0.0156 - rpn_bbox_loss: 0.5070 - mrcnn_class_loss: 0.2053 - mrcnn_bbox_loss: 0.4075 - mrcnn_mask_loss: 0.3646image_id 101

69/100 [===================>..........] - ETA: 2:21 - loss: 1.5179 - rpn_class_loss: 0.0158 - rpn_bbox_loss: 0.5035 - mrcnn_class_loss: 0.2194 - mrcnn_bbox_loss: 0.4137 - mrcnn_mask_loss: 0.3654image_id 225

70/100 [====================>.........] - ETA: 2:16 - loss: 1.5286 - rpn_class_loss: 0.0158 - rpn_bbox_loss: 0.5077 - mrcnn_class_loss: 0.2233 - mrcnn_bbox_loss: 0.4168 - mrcnn_mask_loss: 0.3650image_id 609

71/100 [====================>.........] - ETA: 2:12 - loss: 1.5185 - rpn_class_loss: 0.0158 - rpn_bbox_loss: 0.5026 - mrcnn_class_loss: 0.2208 - mrcnn_bbox_loss: 0.4145 - mrcnn_mask_loss: 0.3648image_id 382

72/100 [====================>.........] - ETA: 2:07 - loss: 1.5053 - rpn_class_loss: 0.0158 - rpn_bbox_loss: 0.4968 - mrcnn_class_loss: 0.2184 - mrcnn_bbox_loss: 0.4125 - mrcnn_mask_loss: 0.3617image_id 202

73/100 [====================>.........] - ETA: 2:03 - loss: 1.5125 - rpn_class_loss: 0.0158 - rpn_bbox_loss: 0.4949 - mrcnn_class_loss: 0.2221 - mrcnn_bbox_loss: 0.4141 - mrcnn_mask_loss: 0.3656image_id 448

74/100 [=====================>........] - ETA: 1:58 - loss: 1.5102 - rpn_class_loss: 0.0157 - rpn_bbox_loss: 0.4909 - mrcnn_class_loss: 0.2235 - mrcnn_bbox_loss: 0.4144 - mrcnn_mask_loss: 0.3658image_id 338

75/100 [=====================>........] - ETA: 1:54 - loss: 1.5074 - rpn_class_loss: 0.0156 - rpn_bbox_loss: 0.4915 - mrcnn_class_loss: 0.2234 - mrcnn_bbox_loss: 0.4119 - mrcnn_mask_loss: 0.3651image_id 479

76/100 [=====================>........] - ETA: 1:49 - loss: 1.5016 - rpn_class_loss: 0.0154 - rpn_bbox_loss: 0.4885 - mrcnn_class_loss: 0.2248 - mrcnn_bbox_loss: 0.4093 - mrcnn_mask_loss: 0.3636image_id 172

77/100 [======================>.......] - ETA: 1:44 - loss: 1.4915 - rpn_class_loss: 0.0153 - rpn_bbox_loss: 0.4846 - mrcnn_class_loss: 0.2230 - mrcnn_bbox_loss: 0.4064 - mrcnn_mask_loss: 0.3622image_id 408

78/100 [======================>.......] - ETA: 1:40 - loss: 1.4887 - rpn_class_loss: 0.0151 - rpn_bbox_loss: 0.4821 - mrcnn_class_loss: 0.2228 - mrcnn_bbox_loss: 0.4051 - mrcnn_mask_loss: 0.3637image_id 747

79/100 [======================>.......] - ETA: 1:35 - loss: 1.4780 - rpn_class_loss: 0.0150 - rpn_bbox_loss: 0.4771 - mrcnn_class_loss: 0.2208 - mrcnn_bbox_loss: 0.4029 - mrcnn_mask_loss: 0.3622image_id 290

80/100 [=======================>......] - ETA: 1:31 - loss: 1.4809 - rpn_class_loss: 0.0152 - rpn_bbox_loss: 0.4750 - mrcnn_class_loss: 0.2251 - mrcnn_bbox_loss: 0.4045 - mrcnn_mask_loss: 0.3612image_id 698

81/100 [=======================>......] - ETA: 1:26 - loss: 1.4770 - rpn_class_loss: 0.0151 - rpn_bbox_loss: 0.4708 - mrcnn_class_loss: 0.2234 - mrcnn_bbox_loss: 0.4055 - mrcnn_mask_loss: 0.3623image_id 771

82/100 [=======================>......] - ETA: 1:22 - loss: 1.4746 - rpn_class_loss: 0.0151 - rpn_bbox_loss: 0.4675 - mrcnn_class_loss: 0.2223 - mrcnn_bbox_loss: 0.4063 - mrcnn_mask_loss: 0.3634image_id 487

83/100 [=======================>......] - ETA: 1:17 - loss: 1.4898 - rpn_class_loss: 0.0150 - rpn_bbox_loss: 0.4728 - mrcnn_class_loss: 0.2259 - mrcnn_bbox_loss: 0.4096 - mrcnn_mask_loss: 0.3665image_id 232

84/100 [========================>.....] - ETA: 1:12 - loss: 1.4823 - rpn_class_loss: 0.0150 - rpn_bbox_loss: 0.4681 - mrcnn_class_loss: 0.2257 - mrcnn_bbox_loss: 0.4081 - mrcnn_mask_loss: 0.3654image_id 149

85/100 [========================>.....] - ETA: 1:08 - loss: 1.4917 - rpn_class_loss: 0.0161 - rpn_bbox_loss: 0.4799 - mrcnn_class_loss: 0.2252 - mrcnn_bbox_loss: 0.4076 - mrcnn_mask_loss: 0.3629image_id 531

86/100 [========================>.....] - ETA: 1:03 - loss: 1.4934 - rpn_class_loss: 0.0161 - rpn_bbox_loss: 0.4778 - mrcnn_class_loss: 0.2252 - mrcnn_bbox_loss: 0.4085 - mrcnn_mask_loss: 0.3658image_id 435

87/100 [=========================>....] - ETA: 59s - loss: 1.4878 - rpn_class_loss: 0.0162 - rpn_bbox_loss: 0.4741 - mrcnn_class_loss: 0.2250 - mrcnn_bbox_loss: 0.4060 - mrcnn_mask_loss: 0.3664 image_id 276

88/100 [=========================>....] - ETA: 54s - loss: 1.4870 - rpn_class_loss: 0.0163 - rpn_bbox_loss: 0.4712 - mrcnn_class_loss: 0.2255 - mrcnn_bbox_loss: 0.4069 - mrcnn_mask_loss: 0.3671image_id 258

89/100 [=========================>....] - ETA: 50s - loss: 1.4862 - rpn_class_loss: 0.0161 - rpn_bbox_loss: 0.4713 - mrcnn_class_loss: 0.2256 - mrcnn_bbox_loss: 0.4063 - mrcnn_mask_loss: 0.3669image_id 765

90/100 [==========================>...] - ETA: 45s - loss: 1.4838 - rpn_class_loss: 0.0161 - rpn_bbox_loss: 0.4716 - mrcnn_class_loss: 0.2237 - mrcnn_bbox_loss: 0.4057 - mrcnn_mask_loss: 0.3667image_id 370

91/100 [==========================>...] - ETA: 41s - loss: 1.4760 - rpn_class_loss: 0.0160 - rpn_bbox_loss: 0.4679 - mrcnn_class_loss: 0.2228 - mrcnn_bbox_loss: 0.4045 - mrcnn_mask_loss: 0.3649image_id 383

92/100 [==========================>...] - ETA: 36s - loss: 1.4805 - rpn_class_loss: 0.0159 - rpn_bbox_loss: 0.4662 - mrcnn_class_loss: 0.2235 - mrcnn_bbox_loss: 0.4051 - mrcnn_mask_loss: 0.3697image_id 447

93/100 [==========================>...] - ETA: 31s - loss: 1.4791 - rpn_class_loss: 0.0157 - rpn_bbox_loss: 0.4649 - mrcnn_class_loss: 0.2241 - mrcnn_bbox_loss: 0.4069 - mrcnn_mask_loss: 0.3675image_id 33

94/100 [===========================>..] - ETA: 27s - loss: 1.4829 - rpn_class_loss: 0.0158 - rpn_bbox_loss: 0.4637 - mrcnn_class_loss: 0.2264 - mrcnn_bbox_loss: 0.4094 - mrcnn_mask_loss: 0.3675image_id 460

95/100 [===========================>..] - ETA: 22s - loss: 1.4782 - rpn_class_loss: 0.0158 - rpn_bbox_loss: 0.4608 - mrcnn_class_loss: 0.2258 - mrcnn_bbox_loss: 0.4075 - mrcnn_mask_loss: 0.3682image_id 513

96/100 [===========================>..] - ETA: 18s - loss: 1.4716 - rpn_class_loss: 0.0157 - rpn_bbox_loss: 0.4602 - mrcnn_class_loss: 0.2248 - mrcnn_bbox_loss: 0.4051 - mrcnn_mask_loss: 0.3658image_id 357

97/100 [============================>.] - ETA: 13s - loss: 1.4601 - rpn_class_loss: 0.0156 - rpn_bbox_loss: 0.4558 - mrcnn_class_loss: 0.2232 - mrcnn_bbox_loss: 0.4022 - mrcnn_mask_loss: 0.3633image_id 186

98/100 [============================>.] - ETA: 9s - loss: 1.4495 - rpn_class_loss: 0.0155 - rpn_bbox_loss: 0.4514 - mrcnn_class_loss: 0.2216 - mrcnn_bbox_loss: 0.3998 - mrcnn_mask_loss: 0.3613 image_id 758

99/100 [============================>.] - ETA: 4s - loss: 1.4594 - rpn_class_loss: 0.0154 - rpn_bbox_loss: 0.4524 - mrcnn_class_loss: 0.2211 - mrcnn_bbox_loss: 0.4072 - mrcnn_mask_loss: 0.3633image_id 676

image_id 3

image_id 2

image_id 1

image_id 0

image_id 2

100/100 [==============================] - 468s 5s/step - loss: 1.4623 - rpn_class_loss: 0.0154 - rpn_bbox_loss: 0.4512 - mrcnn_class_loss: 0.2207 - mrcnn_bbox_loss: 0.4112 - mrcnn_mask_loss: 0.3638 - val_loss: 1.4048 - val_rpn_class_loss: 0.0136 - val_rpn_bbox_loss: 0.3009 - val_mrcnn_class_loss: 0.2518 - val_mrcnn_bbox_loss: 0.3358 - val_mrcnn_mask_loss: 0.5026

Epoch 7/10

image_id 343

1/100 [..............................] - ETA: 7:43 - loss: 1.0060 - rpn_class_loss: 0.0014 - rpn_bbox_loss: 0.3239 - mrcnn_class_loss: 0.2254 - mrcnn_bbox_loss: 0.2816 - mrcnn_mask_loss: 0.1736image_id 471

2/100 [..............................] - ETA: 7:31 - loss: 0.8219 - rpn_class_loss: 0.0045 - rpn_bbox_loss: 0.2326 - mrcnn_class_loss: 0.1627 - mrcnn_bbox_loss: 0.1906 - mrcnn_mask_loss: 0.2315image_id 586

3/100 [..............................] - ETA: 7:24 - loss: 0.9841 - rpn_class_loss: 0.0114 - rpn_bbox_loss: 0.2467 - mrcnn_class_loss: 0.2145 - mrcnn_bbox_loss: 0.2329 - mrcnn_mask_loss: 0.2786image_id 356

4/100 [>.............................] - ETA: 7:18 - loss: 1.2025 - rpn_class_loss: 0.0108 - rpn_bbox_loss: 0.3354 - mrcnn_class_loss: 0.2839 - mrcnn_bbox_loss: 0.2794 - mrcnn_mask_loss: 0.2931image_id 688

5/100 [>.............................] - ETA: 7:12 - loss: 1.0915 - rpn_class_loss: 0.0100 - rpn_bbox_loss: 0.3201 - mrcnn_class_loss: 0.2494 - mrcnn_bbox_loss: 0.2387 - mrcnn_mask_loss: 0.2734image_id 242

6/100 [>.............................] - ETA: 7:06 - loss: 1.2326 - rpn_class_loss: 0.0096 - rpn_bbox_loss: 0.3497 - mrcnn_class_loss: 0.2679 - mrcnn_bbox_loss: 0.3098 - mrcnn_mask_loss: 0.2956image_id 199

7/100 [=>............................] - ETA: 7:02 - loss: 1.1309 - rpn_class_loss: 0.0086 - rpn_bbox_loss: 0.3070 - mrcnn_class_loss: 0.2382 - mrcnn_bbox_loss: 0.2869 - mrcnn_mask_loss: 0.2904image_id 635

8/100 [=>............................] - ETA: 6:57 - loss: 1.1456 - rpn_class_loss: 0.0080 - rpn_bbox_loss: 0.2944 - mrcnn_class_loss: 0.2137 - mrcnn_bbox_loss: 0.3181 - mrcnn_mask_loss: 0.3114image_id 741

9/100 [=>............................] - ETA: 6:52 - loss: 1.0624 - rpn_class_loss: 0.0074 - rpn_bbox_loss: 0.2639 - mrcnn_class_loss: 0.1931 - mrcnn_bbox_loss: 0.3030 - mrcnn_mask_loss: 0.2949image_id 517

10/100 [==>...........................] - ETA: 6:47 - loss: 1.1008 - rpn_class_loss: 0.0077 - rpn_bbox_loss: 0.3084 - mrcnn_class_loss: 0.1865 - mrcnn_bbox_loss: 0.3015 - mrcnn_mask_loss: 0.2967image_id 518

11/100 [==>...........................] - ETA: 6:43 - loss: 1.0618 - rpn_class_loss: 0.0072 - rpn_bbox_loss: 0.2900 - mrcnn_class_loss: 0.1802 - mrcnn_bbox_loss: 0.2874 - mrcnn_mask_loss: 0.2968image_id 718

12/100 [==>...........................] - ETA: 6:40 - loss: 1.0355 - rpn_class_loss: 0.0069 - rpn_bbox_loss: 0.2748 - mrcnn_class_loss: 0.1685 - mrcnn_bbox_loss: 0.2886 - mrcnn_mask_loss: 0.2967image_id 413

13/100 [==>...........................] - ETA: 6:35 - loss: 1.0690 - rpn_class_loss: 0.0067 - rpn_bbox_loss: 0.2803 - mrcnn_class_loss: 0.1739 - mrcnn_bbox_loss: 0.3085 - mrcnn_mask_loss: 0.2997image_id 64

14/100 [===>..........................] - ETA: 6:31 - loss: 1.1070 - rpn_class_loss: 0.0080 - rpn_bbox_loss: 0.2740 - mrcnn_class_loss: 0.1904 - mrcnn_bbox_loss: 0.3179 - mrcnn_mask_loss: 0.3167image_id 566

15/100 [===>..........................] - ETA: 6:27 - loss: 1.2180 - rpn_class_loss: 0.0084 - rpn_bbox_loss: 0.3235 - mrcnn_class_loss: 0.1996 - mrcnn_bbox_loss: 0.3482 - mrcnn_mask_loss: 0.3382image_id 490

16/100 [===>..........................] - ETA: 6:23 - loss: 1.2485 - rpn_class_loss: 0.0087 - rpn_bbox_loss: 0.3137 - mrcnn_class_loss: 0.2005 - mrcnn_bbox_loss: 0.3745 - mrcnn_mask_loss: 0.3511image_id 392

17/100 [====>.........................] - ETA: 6:18 - loss: 1.2774 - rpn_class_loss: 0.0088 - rpn_bbox_loss: 0.2986 - mrcnn_class_loss: 0.1983 - mrcnn_bbox_loss: 0.3819 - mrcnn_mask_loss: 0.3897image_id 218

18/100 [====>.........................] - ETA: 6:14 - loss: 1.3148 - rpn_class_loss: 0.0097 - rpn_bbox_loss: 0.3088 - mrcnn_class_loss: 0.2225 - mrcnn_bbox_loss: 0.3931 - mrcnn_mask_loss: 0.3808image_id 380

19/100 [====>.........................] - ETA: 6:09 - loss: 1.3066 - rpn_class_loss: 0.0096 - rpn_bbox_loss: 0.3078 - mrcnn_class_loss: 0.2165 - mrcnn_bbox_loss: 0.3907 - mrcnn_mask_loss: 0.3819image_id 723

20/100 [=====>........................] - ETA: 6:04 - loss: 1.2915 - rpn_class_loss: 0.0097 - rpn_bbox_loss: 0.3064 - mrcnn_class_loss: 0.2190 - mrcnn_bbox_loss: 0.3794 - mrcnn_mask_loss: 0.3770image_id 788

21/100 [=====>........................] - ETA: 6:00 - loss: 1.2973 - rpn_class_loss: 0.0093 - rpn_bbox_loss: 0.2954 - mrcnn_class_loss: 0.2204 - mrcnn_bbox_loss: 0.3833 - mrcnn_mask_loss: 0.3889image_id 759

22/100 [=====>........................] - ETA: 5:55 - loss: 1.2890 - rpn_class_loss: 0.0092 - rpn_bbox_loss: 0.2895 - mrcnn_class_loss: 0.2171 - mrcnn_bbox_loss: 0.3862 - mrcnn_mask_loss: 0.3871image_id 611

23/100 [=====>........................] - ETA: 5:50 - loss: 1.2860 - rpn_class_loss: 0.0090 - rpn_bbox_loss: 0.2827 - mrcnn_class_loss: 0.2145 - mrcnn_bbox_loss: 0.3946 - mrcnn_mask_loss: 0.3852image_id 322

24/100 [======>.......................] - ETA: 5:46 - loss: 1.2879 - rpn_class_loss: 0.0098 - rpn_bbox_loss: 0.2817 - mrcnn_class_loss: 0.2198 - mrcnn_bbox_loss: 0.3922 - mrcnn_mask_loss: 0.3843image_id 672

25/100 [======>.......................] - ETA: 5:41 - loss: 1.2602 - rpn_class_loss: 0.0096 - rpn_bbox_loss: 0.2765 - mrcnn_class_loss: 0.2135 - mrcnn_bbox_loss: 0.3840 - mrcnn_mask_loss: 0.3766image_id 745

26/100 [======>.......................] - ETA: 5:37 - loss: 1.2378 - rpn_class_loss: 0.0096 - rpn_bbox_loss: 0.2708 - mrcnn_class_loss: 0.2084 - mrcnn_bbox_loss: 0.3797 - mrcnn_mask_loss: 0.3693image_id 660

27/100 [=======>......................] - ETA: 5:32 - loss: 1.2284 - rpn_class_loss: 0.0095 - rpn_bbox_loss: 0.2695 - mrcnn_class_loss: 0.2029 - mrcnn_bbox_loss: 0.3769 - mrcnn_mask_loss: 0.3696image_id 93

28/100 [=======>......................] - ETA: 5:28 - loss: 1.2247 - rpn_class_loss: 0.0096 - rpn_bbox_loss: 0.2657 - mrcnn_class_loss: 0.2003 - mrcnn_bbox_loss: 0.3723 - mrcnn_mask_loss: 0.3768image_id 442

29/100 [=======>......................] - ETA: 5:23 - loss: 1.2330 - rpn_class_loss: 0.0108 - rpn_bbox_loss: 0.2684 - mrcnn_class_loss: 0.2047 - mrcnn_bbox_loss: 0.3694 - mrcnn_mask_loss: 0.3797image_id 6

30/100 [========>.....................] - ETA: 5:19 - loss: 1.2376 - rpn_class_loss: 0.0110 - rpn_bbox_loss: 0.2680 - mrcnn_class_loss: 0.2036 - mrcnn_bbox_loss: 0.3715 - mrcnn_mask_loss: 0.3835image_id 716

31/100 [========>.....................] - ETA: 5:14 - loss: 1.2258 - rpn_class_loss: 0.0108 - rpn_bbox_loss: 0.2688 - mrcnn_class_loss: 0.1975 - mrcnn_bbox_loss: 0.3712 - mrcnn_mask_loss: 0.3775image_id 796

32/100 [========>.....................] - ETA: 5:09 - loss: 1.2184 - rpn_class_loss: 0.0105 - rpn_bbox_loss: 0.2660 - mrcnn_class_loss: 0.1999 - mrcnn_bbox_loss: 0.3666 - mrcnn_mask_loss: 0.3754image_id 279

33/100 [========>.....................] - ETA: 5:05 - loss: 1.2404 - rpn_class_loss: 0.0108 - rpn_bbox_loss: 0.2708 - mrcnn_class_loss: 0.2028 - mrcnn_bbox_loss: 0.3746 - mrcnn_mask_loss: 0.3814image_id 428

34/100 [=========>....................] - ETA: 5:00 - loss: 1.2993 - rpn_class_loss: 0.0144 - rpn_bbox_loss: 0.3232 - mrcnn_class_loss: 0.2128 - mrcnn_bbox_loss: 0.3726 - mrcnn_mask_loss: 0.3762image_id 369

35/100 [=========>....................] - ETA: 4:55 - loss: 1.2730 - rpn_class_loss: 0.0143 - rpn_bbox_loss: 0.3159 - mrcnn_class_loss: 0.2078 - mrcnn_bbox_loss: 0.3655 - mrcnn_mask_loss: 0.3696image_id 300

36/100 [=========>....................] - ETA: 4:51 - loss: 1.2733 - rpn_class_loss: 0.0142 - rpn_bbox_loss: 0.3116 - mrcnn_class_loss: 0.2087 - mrcnn_bbox_loss: 0.3671 - mrcnn_mask_loss: 0.3717image_id 313

37/100 [==========>...................] - ETA: 4:46 - loss: 1.2586 - rpn_class_loss: 0.0140 - rpn_bbox_loss: 0.3055 - mrcnn_class_loss: 0.2094 - mrcnn_bbox_loss: 0.3602 - mrcnn_mask_loss: 0.3694image_id 254

38/100 [==========>...................] - ETA: 4:42 - loss: 1.2665 - rpn_class_loss: 0.0138 - rpn_bbox_loss: 0.3130 - mrcnn_class_loss: 0.2086 - mrcnn_bbox_loss: 0.3590 - mrcnn_mask_loss: 0.3722image_id 469

39/100 [==========>...................] - ETA: 4:37 - loss: 1.3146 - rpn_class_loss: 0.0147 - rpn_bbox_loss: 0.3142 - mrcnn_class_loss: 0.2305 - mrcnn_bbox_loss: 0.3762 - mrcnn_mask_loss: 0.3790image_id 181

40/100 [===========>..................] - ETA: 4:33 - loss: 1.3380 - rpn_class_loss: 0.0145 - rpn_bbox_loss: 0.3142 - mrcnn_class_loss: 0.2332 - mrcnn_bbox_loss: 0.3893 - mrcnn_mask_loss: 0.3868image_id 87

41/100 [===========>..................] - ETA: 4:28 - loss: 1.3228 - rpn_class_loss: 0.0145 - rpn_bbox_loss: 0.3096 - mrcnn_class_loss: 0.2308 - mrcnn_bbox_loss: 0.3825 - mrcnn_mask_loss: 0.3853image_id 441

42/100 [===========>..................] - ETA: 4:24 - loss: 1.3153 - rpn_class_loss: 0.0143 - rpn_bbox_loss: 0.3046 - mrcnn_class_loss: 0.2289 - mrcnn_bbox_loss: 0.3845 - mrcnn_mask_loss: 0.3830image_id 103

43/100 [===========>..................] - ETA: 4:19 - loss: 1.3186 - rpn_class_loss: 0.0145 - rpn_bbox_loss: 0.3061 - mrcnn_class_loss: 0.2290 - mrcnn_bbox_loss: 0.3784 - mrcnn_mask_loss: 0.3906image_id 785

44/100 [============>.................] - ETA: 4:15 - loss: 1.3103 - rpn_class_loss: 0.0144 - rpn_bbox_loss: 0.3037 - mrcnn_class_loss: 0.2280 - mrcnn_bbox_loss: 0.3739 - mrcnn_mask_loss: 0.3903image_id 793

45/100 [============>.................] - ETA: 4:10 - loss: 1.3001 - rpn_class_loss: 0.0142 - rpn_bbox_loss: 0.2995 - mrcnn_class_loss: 0.2249 - mrcnn_bbox_loss: 0.3717 - mrcnn_mask_loss: 0.3898image_id 72

46/100 [============>.................] - ETA: 4:05 - loss: 1.3074 - rpn_class_loss: 0.0139 - rpn_bbox_loss: 0.2996 - mrcnn_class_loss: 0.2261 - mrcnn_bbox_loss: 0.3763 - mrcnn_mask_loss: 0.3914image_id 387

47/100 [=============>................] - ETA: 4:01 - loss: 1.3335 - rpn_class_loss: 0.0141 - rpn_bbox_loss: 0.3216 - mrcnn_class_loss: 0.2247 - mrcnn_bbox_loss: 0.3768 - mrcnn_mask_loss: 0.3964image_id 144

48/100 [=============>................] - ETA: 3:56 - loss: 1.3423 - rpn_class_loss: 0.0142 - rpn_bbox_loss: 0.3510 - mrcnn_class_loss: 0.2200 - mrcnn_bbox_loss: 0.3690 - mrcnn_mask_loss: 0.3882image_id 305

49/100 [=============>................] - ETA: 3:52 - loss: 1.3484 - rpn_class_loss: 0.0142 - rpn_bbox_loss: 0.3531 - mrcnn_class_loss: 0.2240 - mrcnn_bbox_loss: 0.3691 - mrcnn_mask_loss: 0.3881image_id 659

50/100 [==============>...............] - ETA: 3:47 - loss: 1.3358 - rpn_class_loss: 0.0140 - rpn_bbox_loss: 0.3507 - mrcnn_class_loss: 0.2226 - mrcnn_bbox_loss: 0.3651 - mrcnn_mask_loss: 0.3835image_id 77

51/100 [==============>...............] - ETA: 3:43 - loss: 1.3233 - rpn_class_loss: 0.0138 - rpn_bbox_loss: 0.3493 - mrcnn_class_loss: 0.2212 - mrcnn_bbox_loss: 0.3601 - mrcnn_mask_loss: 0.3788image_id 812

52/100 [==============>...............] - ETA: 3:38 - loss: 1.3119 - rpn_class_loss: 0.0138 - rpn_bbox_loss: 0.3453 - mrcnn_class_loss: 0.2191 - mrcnn_bbox_loss: 0.3594 - mrcnn_mask_loss: 0.3744image_id 146

53/100 [==============>...............] - ETA: 3:34 - loss: 1.3104 - rpn_class_loss: 0.0141 - rpn_bbox_loss: 0.3413 - mrcnn_class_loss: 0.2236 - mrcnn_bbox_loss: 0.3599 - mrcnn_mask_loss: 0.3714image_id 57

54/100 [===============>..............] - ETA: 3:29 - loss: 1.3371 - rpn_class_loss: 0.0141 - rpn_bbox_loss: 0.3452 - mrcnn_class_loss: 0.2358 - mrcnn_bbox_loss: 0.3681 - mrcnn_mask_loss: 0.3738image_id 82

55/100 [===============>..............] - ETA: 3:25 - loss: 1.3426 - rpn_class_loss: 0.0145 - rpn_bbox_loss: 0.3436 - mrcnn_class_loss: 0.2349 - mrcnn_bbox_loss: 0.3674 - mrcnn_mask_loss: 0.3821image_id 656

56/100 [===============>..............] - ETA: 3:20 - loss: 1.3738 - rpn_class_loss: 0.0147 - rpn_bbox_loss: 0.3654 - mrcnn_class_loss: 0.2320 - mrcnn_bbox_loss: 0.3795 - mrcnn_mask_loss: 0.3821image_id 111

57/100 [================>.............] - ETA: 3:16 - loss: 1.3754 - rpn_class_loss: 0.0146 - rpn_bbox_loss: 0.3632 - mrcnn_class_loss: 0.2305 - mrcnn_bbox_loss: 0.3845 - mrcnn_mask_loss: 0.3826image_id 174

58/100 [================>.............] - ETA: 3:11 - loss: 1.3590 - rpn_class_loss: 0.0145 - rpn_bbox_loss: 0.3590 - mrcnn_class_loss: 0.2281 - mrcnn_bbox_loss: 0.3799 - mrcnn_mask_loss: 0.3775image_id 595

59/100 [================>.............] - ETA: 3:07 - loss: 1.3443 - rpn_class_loss: 0.0142 - rpn_bbox_loss: 0.3583 - mrcnn_class_loss: 0.2248 - mrcnn_bbox_loss: 0.3747 - mrcnn_mask_loss: 0.3722image_id 590

60/100 [=================>............] - ETA: 3:02 - loss: 1.3293 - rpn_class_loss: 0.0141 - rpn_bbox_loss: 0.3535 - mrcnn_class_loss: 0.2219 - mrcnn_bbox_loss: 0.3704 - mrcnn_mask_loss: 0.3693image_id 430

61/100 [=================>............] - ETA: 2:57 - loss: 1.3233 - rpn_class_loss: 0.0141 - rpn_bbox_loss: 0.3490 - mrcnn_class_loss: 0.2227 - mrcnn_bbox_loss: 0.3706 - mrcnn_mask_loss: 0.3668image_id 304

62/100 [=================>............] - ETA: 2:53 - loss: 1.3211 - rpn_class_loss: 0.0139 - rpn_bbox_loss: 0.3483 - mrcnn_class_loss: 0.2232 - mrcnn_bbox_loss: 0.3704 - mrcnn_mask_loss: 0.3655image_id 807

63/100 [=================>............] - ETA: 2:48 - loss: 1.3169 - rpn_class_loss: 0.0139 - rpn_bbox_loss: 0.3457 - mrcnn_class_loss: 0.2227 - mrcnn_bbox_loss: 0.3687 - mrcnn_mask_loss: 0.3659image_id 91

64/100 [==================>...........] - ETA: 2:44 - loss: 1.3658 - rpn_class_loss: 0.0138 - rpn_bbox_loss: 0.3472 - mrcnn_class_loss: 0.2322 - mrcnn_bbox_loss: 0.3811 - mrcnn_mask_loss: 0.3914image_id 405

65/100 [==================>...........] - ETA: 2:39 - loss: 1.3936 - rpn_class_loss: 0.0137 - rpn_bbox_loss: 0.3576 - mrcnn_class_loss: 0.2289 - mrcnn_bbox_loss: 0.3965 - mrcnn_mask_loss: 0.3969image_id 280

66/100 [==================>...........] - ETA: 2:35 - loss: 1.3828 - rpn_class_loss: 0.0136 - rpn_bbox_loss: 0.3534 - mrcnn_class_loss: 0.2268 - mrcnn_bbox_loss: 0.3939 - mrcnn_mask_loss: 0.3950image_id 44

67/100 [===================>..........] - ETA: 2:30 - loss: 1.3847 - rpn_class_loss: 0.0137 - rpn_bbox_loss: 0.3551 - mrcnn_class_loss: 0.2266 - mrcnn_bbox_loss: 0.3945 - mrcnn_mask_loss: 0.3947image_id 674

68/100 [===================>..........] - ETA: 2:26 - loss: 1.3836 - rpn_class_loss: 0.0137 - rpn_bbox_loss: 0.3526 - mrcnn_class_loss: 0.2247 - mrcnn_bbox_loss: 0.3963 - mrcnn_mask_loss: 0.3963image_id 399

69/100 [===================>..........] - ETA: 2:21 - loss: 1.3844 - rpn_class_loss: 0.0136 - rpn_bbox_loss: 0.3488 - mrcnn_class_loss: 0.2271 - mrcnn_bbox_loss: 0.3972 - mrcnn_mask_loss: 0.3977image_id 318

70/100 [====================>.........] - ETA: 2:17 - loss: 1.3759 - rpn_class_loss: 0.0135 - rpn_bbox_loss: 0.3479 - mrcnn_class_loss: 0.2251 - mrcnn_bbox_loss: 0.3948 - mrcnn_mask_loss: 0.3946image_id 122

71/100 [====================>.........] - ETA: 2:12 - loss: 1.3726 - rpn_class_loss: 0.0136 - rpn_bbox_loss: 0.3455 - mrcnn_class_loss: 0.2252 - mrcnn_bbox_loss: 0.3918 - mrcnn_mask_loss: 0.3965image_id 118

72/100 [====================>.........] - ETA: 2:07 - loss: 1.3728 - rpn_class_loss: 0.0137 - rpn_bbox_loss: 0.3469 - mrcnn_class_loss: 0.2242 - mrcnn_bbox_loss: 0.3914 - mrcnn_mask_loss: 0.3966image_id 508

73/100 [====================>.........] - ETA: 2:03 - loss: 1.3729 - rpn_class_loss: 0.0135 - rpn_bbox_loss: 0.3456 - mrcnn_class_loss: 0.2255 - mrcnn_bbox_loss: 0.3908 - mrcnn_mask_loss: 0.3974image_id 234

74/100 [=====================>........] - ETA: 1:58 - loss: 1.3716 - rpn_class_loss: 0.0136 - rpn_bbox_loss: 0.3436 - mrcnn_class_loss: 0.2251 - mrcnn_bbox_loss: 0.3920 - mrcnn_mask_loss: 0.3974image_id 333

75/100 [=====================>........] - ETA: 1:54 - loss: 1.3774 - rpn_class_loss: 0.0136 - rpn_bbox_loss: 0.3415 - mrcnn_class_loss: 0.2247 - mrcnn_bbox_loss: 0.3952 - mrcnn_mask_loss: 0.4023image_id 439

76/100 [=====================>........] - ETA: 1:49 - loss: 1.3904 - rpn_class_loss: 0.0136 - rpn_bbox_loss: 0.3487 - mrcnn_class_loss: 0.2235 - mrcnn_bbox_loss: 0.4019 - mrcnn_mask_loss: 0.4026image_id 245

77/100 [======================>.......] - ETA: 1:45 - loss: 1.3767 - rpn_class_loss: 0.0135 - rpn_bbox_loss: 0.3447 - mrcnn_class_loss: 0.2215 - mrcnn_bbox_loss: 0.3982 - mrcnn_mask_loss: 0.3987image_id 40

78/100 [======================>.......] - ETA: 1:40 - loss: 1.3716 - rpn_class_loss: 0.0135 - rpn_bbox_loss: 0.3436 - mrcnn_class_loss: 0.2216 - mrcnn_bbox_loss: 0.3972 - mrcnn_mask_loss: 0.3958image_id 327

79/100 [======================>.......] - ETA: 1:35 - loss: 1.3658 - rpn_class_loss: 0.0137 - rpn_bbox_loss: 0.3422 - mrcnn_class_loss: 0.2217 - mrcnn_bbox_loss: 0.3948 - mrcnn_mask_loss: 0.3934image_id 709

80/100 [=======================>......] - ETA: 1:31 - loss: 1.3570 - rpn_class_loss: 0.0136 - rpn_bbox_loss: 0.3387 - mrcnn_class_loss: 0.2197 - mrcnn_bbox_loss: 0.3929 - mrcnn_mask_loss: 0.3921image_id 599

81/100 [=======================>......] - ETA: 1:26 - loss: 1.3538 - rpn_class_loss: 0.0135 - rpn_bbox_loss: 0.3377 - mrcnn_class_loss: 0.2189 - mrcnn_bbox_loss: 0.3909 - mrcnn_mask_loss: 0.3929image_id 523

82/100 [=======================>......] - ETA: 1:22 - loss: 1.3500 - rpn_class_loss: 0.0135 - rpn_bbox_loss: 0.3353 - mrcnn_class_loss: 0.2173 - mrcnn_bbox_loss: 0.3897 - mrcnn_mask_loss: 0.3942image_id 643

83/100 [=======================>......] - ETA: 1:17 - loss: 1.3419 - rpn_class_loss: 0.0133 - rpn_bbox_loss: 0.3327 - mrcnn_class_loss: 0.2156 - mrcnn_bbox_loss: 0.3881 - mrcnn_mask_loss: 0.3922image_id 71

84/100 [========================>.....] - ETA: 1:13 - loss: 1.3467 - rpn_class_loss: 0.0135 - rpn_bbox_loss: 0.3311 - mrcnn_class_loss: 0.2144 - mrcnn_bbox_loss: 0.3927 - mrcnn_mask_loss: 0.3950image_id 473

85/100 [========================>.....] - ETA: 1:08 - loss: 1.3474 - rpn_class_loss: 0.0135 - rpn_bbox_loss: 0.3319 - mrcnn_class_loss: 0.2130 - mrcnn_bbox_loss: 0.3910 - mrcnn_mask_loss: 0.3980image_id 621

86/100 [========================>.....] - ETA: 1:03 - loss: 1.3339 - rpn_class_loss: 0.0133 - rpn_bbox_loss: 0.3286 - mrcnn_class_loss: 0.2107 - mrcnn_bbox_loss: 0.3870 - mrcnn_mask_loss: 0.3942image_id 317

87/100 [=========================>....] - ETA: 59s - loss: 1.3296 - rpn_class_loss: 0.0134 - rpn_bbox_loss: 0.3265 - mrcnn_class_loss: 0.2100 - mrcnn_bbox_loss: 0.3863 - mrcnn_mask_loss: 0.3934 image_id 367

88/100 [=========================>....] - ETA: 54s - loss: 1.3314 - rpn_class_loss: 0.0132 - rpn_bbox_loss: 0.3280 - mrcnn_class_loss: 0.2109 - mrcnn_bbox_loss: 0.3865 - mrcnn_mask_loss: 0.3928image_id 95

89/100 [=========================>....] - ETA: 50s - loss: 1.3236 - rpn_class_loss: 0.0131 - rpn_bbox_loss: 0.3261 - mrcnn_class_loss: 0.2092 - mrcnn_bbox_loss: 0.3847 - mrcnn_mask_loss: 0.3905image_id 294

90/100 [==========================>...] - ETA: 45s - loss: 1.3279 - rpn_class_loss: 0.0132 - rpn_bbox_loss: 0.3275 - mrcnn_class_loss: 0.2088 - mrcnn_bbox_loss: 0.3844 - mrcnn_mask_loss: 0.3940image_id 391

91/100 [==========================>...] - ETA: 41s - loss: 1.3336 - rpn_class_loss: 0.0134 - rpn_bbox_loss: 0.3267 - mrcnn_class_loss: 0.2132 - mrcnn_bbox_loss: 0.3864 - mrcnn_mask_loss: 0.3938image_id 725

92/100 [==========================>...] - ETA: 36s - loss: 1.3309 - rpn_class_loss: 0.0133 - rpn_bbox_loss: 0.3235 - mrcnn_class_loss: 0.2126 - mrcnn_bbox_loss: 0.3870 - mrcnn_mask_loss: 0.3945image_id 642

93/100 [==========================>...] - ETA: 31s - loss: 1.3214 - rpn_class_loss: 0.0132 - rpn_bbox_loss: 0.3214 - mrcnn_class_loss: 0.2112 - mrcnn_bbox_loss: 0.3841 - mrcnn_mask_loss: 0.3915image_id 585

94/100 [===========================>..] - ETA: 27s - loss: 1.3145 - rpn_class_loss: 0.0132 - rpn_bbox_loss: 0.3207 - mrcnn_class_loss: 0.2094 - mrcnn_bbox_loss: 0.3812 - mrcnn_mask_loss: 0.3899image_id 45

95/100 [===========================>..] - ETA: 22s - loss: 1.3255 - rpn_class_loss: 0.0134 - rpn_bbox_loss: 0.3206 - mrcnn_class_loss: 0.2133 - mrcnn_bbox_loss: 0.3867 - mrcnn_mask_loss: 0.3915image_id 10

96/100 [===========================>..] - ETA: 18s - loss: 1.3239 - rpn_class_loss: 0.0135 - rpn_bbox_loss: 0.3192 - mrcnn_class_loss: 0.2128 - mrcnn_bbox_loss: 0.3866 - mrcnn_mask_loss: 0.3917image_id 74

97/100 [============================>.] - ETA: 13s - loss: 1.3312 - rpn_class_loss: 0.0134 - rpn_bbox_loss: 0.3246 - mrcnn_class_loss: 0.2149 - mrcnn_bbox_loss: 0.3874 - mrcnn_mask_loss: 0.3909image_id 692

98/100 [============================>.] - ETA: 9s - loss: 1.3222 - rpn_class_loss: 0.0133 - rpn_bbox_loss: 0.3220 - mrcnn_class_loss: 0.2131 - mrcnn_bbox_loss: 0.3850 - mrcnn_mask_loss: 0.3888 image_id 129

99/100 [============================>.] - ETA: 4s - loss: 1.3189 - rpn_class_loss: 0.0132 - rpn_bbox_loss: 0.3190 - mrcnn_class_loss: 0.2138 - mrcnn_bbox_loss: 0.3843 - mrcnn_mask_loss: 0.3885image_id 483

image_id 1

image_id 3

image_id 4

image_id 6

image_id 5

100/100 [==============================] - 469s 5s/step - loss: 1.3107 - rpn_class_loss: 0.0131 - rpn_bbox_loss: 0.3169 - mrcnn_class_loss: 0.2118 - mrcnn_bbox_loss: 0.3824 - mrcnn_mask_loss: 0.3864 - val_loss: 2.0022 - val_rpn_class_loss: 0.0131 - val_rpn_bbox_loss: 0.9501 - val_mrcnn_class_loss: 0.2473 - val_mrcnn_bbox_loss: 0.4209 - val_mrcnn_mask_loss: 0.3707

Epoch 8/10

image_id 398

1/100 [..............................] - ETA: 7:24 - loss: 0.5099 - rpn_class_loss: 0.0012 - rpn_bbox_loss: 0.0678 - mrcnn_class_loss: 0.1076 - mrcnn_bbox_loss: 0.1658 - mrcnn_mask_loss: 0.1675image_id 262

2/100 [..............................] - ETA: 7:20 - loss: 0.6839 - rpn_class_loss: 0.0047 - rpn_bbox_loss: 0.1210 - mrcnn_class_loss: 0.0989 - mrcnn_bbox_loss: 0.2270 - mrcnn_mask_loss: 0.2322image_id 325

3/100 [..............................] - ETA: 7:16 - loss: 0.8067 - rpn_class_loss: 0.0066 - rpn_bbox_loss: 0.1190 - mrcnn_class_loss: 0.1732 - mrcnn_bbox_loss: 0.2503 - mrcnn_mask_loss: 0.2576image_id 362

4/100 [>.............................] - ETA: 7:12 - loss: 0.9649 - rpn_class_loss: 0.0061 - rpn_bbox_loss: 0.1712 - mrcnn_class_loss: 0.2036 - mrcnn_bbox_loss: 0.2678 - mrcnn_mask_loss: 0.3163image_id 663

5/100 [>.............................] - ETA: 7:08 - loss: 1.1752 - rpn_class_loss: 0.0095 - rpn_bbox_loss: 0.2753 - mrcnn_class_loss: 0.1668 - mrcnn_bbox_loss: 0.3445 - mrcnn_mask_loss: 0.3790image_id 400

6/100 [>.............................] - ETA: 7:04 - loss: 1.1718 - rpn_class_loss: 0.0087 - rpn_bbox_loss: 0.2542 - mrcnn_class_loss: 0.1759 - mrcnn_bbox_loss: 0.3517 - mrcnn_mask_loss: 0.3812image_id 736

7/100 [=>............................] - ETA: 7:00 - loss: 1.2803 - rpn_class_loss: 0.0098 - rpn_bbox_loss: 0.3189 - mrcnn_class_loss: 0.1680 - mrcnn_bbox_loss: 0.3975 - mrcnn_mask_loss: 0.3862image_id 545

8/100 [=>............................] - ETA: 6:57 - loss: 1.2813 - rpn_class_loss: 0.0099 - rpn_bbox_loss: 0.3227 - mrcnn_class_loss: 0.1622 - mrcnn_bbox_loss: 0.4034 - mrcnn_mask_loss: 0.3832image_id 808

9/100 [=>............................] - ETA: 6:54 - loss: 1.3239 - rpn_class_loss: 0.0118 - rpn_bbox_loss: 0.3112 - mrcnn_class_loss: 0.1952 - mrcnn_bbox_loss: 0.4185 - mrcnn_mask_loss: 0.3872image_id 277

10/100 [==>...........................] - ETA: 6:50 - loss: 1.2942 - rpn_class_loss: 0.0117 - rpn_bbox_loss: 0.2948 - mrcnn_class_loss: 0.1880 - mrcnn_bbox_loss: 0.4084 - mrcnn_mask_loss: 0.3913image_id 63

11/100 [==>...........................] - ETA: 6:45 - loss: 1.3308 - rpn_class_loss: 0.0122 - rpn_bbox_loss: 0.2917 - mrcnn_class_loss: 0.1917 - mrcnn_bbox_loss: 0.3921 - mrcnn_mask_loss: 0.4431image_id 492

12/100 [==>...........................] - ETA: 6:40 - loss: 1.2632 - rpn_class_loss: 0.0114 - rpn_bbox_loss: 0.2854 - mrcnn_class_loss: 0.1780 - mrcnn_bbox_loss: 0.3711 - mrcnn_mask_loss: 0.4173image_id 92

13/100 [==>...........................] - ETA: 6:35 - loss: 1.2043 - rpn_class_loss: 0.0108 - rpn_bbox_loss: 0.2752 - mrcnn_class_loss: 0.1669 - mrcnn_bbox_loss: 0.3582 - mrcnn_mask_loss: 0.3933image_id 51

14/100 [===>..........................] - ETA: 6:31 - loss: 1.3191 - rpn_class_loss: 0.0121 - rpn_bbox_loss: 0.3913 - mrcnn_class_loss: 0.1715 - mrcnn_bbox_loss: 0.3597 - mrcnn_mask_loss: 0.3845image_id 647

15/100 [===>..........................] - ETA: 6:26 - loss: 1.4685 - rpn_class_loss: 0.0170 - rpn_bbox_loss: 0.3841 - mrcnn_class_loss: 0.2721 - mrcnn_bbox_loss: 0.3782 - mrcnn_mask_loss: 0.4171image_id 739

16/100 [===>..........................] - ETA: 6:22 - loss: 1.4750 - rpn_class_loss: 0.0166 - rpn_bbox_loss: 0.3755 - mrcnn_class_loss: 0.2706 - mrcnn_bbox_loss: 0.3904 - mrcnn_mask_loss: 0.4219image_id 132

17/100 [====>.........................] - ETA: 6:18 - loss: 1.4670 - rpn_class_loss: 0.0158 - rpn_bbox_loss: 0.3707 - mrcnn_class_loss: 0.2738 - mrcnn_bbox_loss: 0.3930 - mrcnn_mask_loss: 0.4137image_id 485

18/100 [====>.........................] - ETA: 6:13 - loss: 1.4520 - rpn_class_loss: 0.0154 - rpn_bbox_loss: 0.3619 - mrcnn_class_loss: 0.2821 - mrcnn_bbox_loss: 0.3821 - mrcnn_mask_loss: 0.4105image_id 433

19/100 [====>.........................] - ETA: 6:08 - loss: 1.4727 - rpn_class_loss: 0.0148 - rpn_bbox_loss: 0.3665 - mrcnn_class_loss: 0.2784 - mrcnn_bbox_loss: 0.3985 - mrcnn_mask_loss: 0.4146image_id 190

20/100 [=====>........................] - ETA: 6:04 - loss: 1.4093 - rpn_class_loss: 0.0141 - rpn_bbox_loss: 0.3505 - mrcnn_class_loss: 0.2648 - mrcnn_bbox_loss: 0.3827 - mrcnn_mask_loss: 0.3972image_id 171

21/100 [=====>........................] - ETA: 5:59 - loss: 1.4074 - rpn_class_loss: 0.0146 - rpn_bbox_loss: 0.3434 - mrcnn_class_loss: 0.2617 - mrcnn_bbox_loss: 0.3907 - mrcnn_mask_loss: 0.3971image_id 60

22/100 [=====>........................] - ETA: 5:55 - loss: 1.4424 - rpn_class_loss: 0.0157 - rpn_bbox_loss: 0.4250 - mrcnn_class_loss: 0.2498 - mrcnn_bbox_loss: 0.3729 - mrcnn_mask_loss: 0.3791image_id 748

23/100 [=====>........................] - ETA: 5:51 - loss: 1.6159 - rpn_class_loss: 0.0241 - rpn_bbox_loss: 0.5782 - mrcnn_class_loss: 0.2400 - mrcnn_bbox_loss: 0.3833 - mrcnn_mask_loss: 0.3902image_id 600

24/100 [======>.......................] - ETA: 5:47 - loss: 1.6234 - rpn_class_loss: 0.0234 - rpn_bbox_loss: 0.5863 - mrcnn_class_loss: 0.2309 - mrcnn_bbox_loss: 0.3905 - mrcnn_mask_loss: 0.3923image_id 565

25/100 [======>.......................] - ETA: 5:42 - loss: 1.6004 - rpn_class_loss: 0.0230 - rpn_bbox_loss: 0.5750 - mrcnn_class_loss: 0.2259 - mrcnn_bbox_loss: 0.3879 - mrcnn_mask_loss: 0.3886image_id 711

26/100 [======>.......................] - ETA: 5:37 - loss: 1.6083 - rpn_class_loss: 0.0240 - rpn_bbox_loss: 0.5654 - mrcnn_class_loss: 0.2249 - mrcnn_bbox_loss: 0.4001 - mrcnn_mask_loss: 0.3939image_id 634

27/100 [=======>......................] - ETA: 5:33 - loss: 1.6318 - rpn_class_loss: 0.0266 - rpn_bbox_loss: 0.5855 - mrcnn_class_loss: 0.2190 - mrcnn_bbox_loss: 0.4034 - mrcnn_mask_loss: 0.3973image_id 445

28/100 [=======>......................] - ETA: 5:29 - loss: 1.6713 - rpn_class_loss: 0.0260 - rpn_bbox_loss: 0.5929 - mrcnn_class_loss: 0.2150 - mrcnn_bbox_loss: 0.4347 - mrcnn_mask_loss: 0.4026image_id 195

29/100 [=======>......................] - ETA: 5:24 - loss: 1.8001 - rpn_class_loss: 0.0264 - rpn_bbox_loss: 0.7148 - mrcnn_class_loss: 0.2096 - mrcnn_bbox_loss: 0.4407 - mrcnn_mask_loss: 0.4085image_id 291

30/100 [========>.....................] - ETA: 5:19 - loss: 1.7825 - rpn_class_loss: 0.0256 - rpn_bbox_loss: 0.6959 - mrcnn_class_loss: 0.2073 - mrcnn_bbox_loss: 0.4409 - mrcnn_mask_loss: 0.4129image_id 125

31/100 [========>.....................] - ETA: 5:15 - loss: 1.7775 - rpn_class_loss: 0.0251 - rpn_bbox_loss: 0.6779 - mrcnn_class_loss: 0.2143 - mrcnn_bbox_loss: 0.4457 - mrcnn_mask_loss: 0.4145image_id 535

32/100 [========>.....................] - ETA: 5:10 - loss: 1.7608 - rpn_class_loss: 0.0254 - rpn_bbox_loss: 0.6621 - mrcnn_class_loss: 0.2148 - mrcnn_bbox_loss: 0.4452 - mrcnn_mask_loss: 0.4133image_id 618

33/100 [========>.....................] - ETA: 5:05 - loss: 1.7493 - rpn_class_loss: 0.0248 - rpn_bbox_loss: 0.6570 - mrcnn_class_loss: 0.2126 - mrcnn_bbox_loss: 0.4386 - mrcnn_mask_loss: 0.4163image_id 683

34/100 [=========>....................] - ETA: 5:01 - loss: 1.7203 - rpn_class_loss: 0.0241 - rpn_bbox_loss: 0.6441 - mrcnn_class_loss: 0.2070 - mrcnn_bbox_loss: 0.4341 - mrcnn_mask_loss: 0.4110image_id 598

35/100 [=========>....................] - ETA: 4:56 - loss: 1.7098 - rpn_class_loss: 0.0235 - rpn_bbox_loss: 0.6406 - mrcnn_class_loss: 0.2027 - mrcnn_bbox_loss: 0.4307 - mrcnn_mask_loss: 0.4124image_id 187

36/100 [=========>....................] - ETA: 4:52 - loss: 1.6934 - rpn_class_loss: 0.0232 - rpn_bbox_loss: 0.6264 - mrcnn_class_loss: 0.2060 - mrcnn_bbox_loss: 0.4238 - mrcnn_mask_loss: 0.4140image_id 145

37/100 [==========>...................] - ETA: 4:47 - loss: 1.6771 - rpn_class_loss: 0.0230 - rpn_bbox_loss: 0.6142 - mrcnn_class_loss: 0.2081 - mrcnn_bbox_loss: 0.4193 - mrcnn_mask_loss: 0.4125image_id 260

38/100 [==========>...................] - ETA: 4:43 - loss: 1.6656 - rpn_class_loss: 0.0225 - rpn_bbox_loss: 0.6090 - mrcnn_class_loss: 0.2065 - mrcnn_bbox_loss: 0.4156 - mrcnn_mask_loss: 0.4120image_id 795

39/100 [==========>...................] - ETA: 4:38 - loss: 1.6716 - rpn_class_loss: 0.0224 - rpn_bbox_loss: 0.6034 - mrcnn_class_loss: 0.2101 - mrcnn_bbox_loss: 0.4235 - mrcnn_mask_loss: 0.4121image_id 170

40/100 [===========>..................] - ETA: 4:34 - loss: 1.6661 - rpn_class_loss: 0.0226 - rpn_bbox_loss: 0.5952 - mrcnn_class_loss: 0.2100 - mrcnn_bbox_loss: 0.4263 - mrcnn_mask_loss: 0.4120image_id 97

41/100 [===========>..................] - ETA: 4:29 - loss: 1.6547 - rpn_class_loss: 0.0222 - rpn_bbox_loss: 0.5859 - mrcnn_class_loss: 0.2115 - mrcnn_bbox_loss: 0.4244 - mrcnn_mask_loss: 0.4107image_id 496

42/100 [===========>..................] - ETA: 4:25 - loss: 1.6452 - rpn_class_loss: 0.0219 - rpn_bbox_loss: 0.5790 - mrcnn_class_loss: 0.2108 - mrcnn_bbox_loss: 0.4247 - mrcnn_mask_loss: 0.4088image_id 691

43/100 [===========>..................] - ETA: 4:20 - loss: 1.6309 - rpn_class_loss: 0.0215 - rpn_bbox_loss: 0.5744 - mrcnn_class_loss: 0.2090 - mrcnn_bbox_loss: 0.4229 - mrcnn_mask_loss: 0.4030image_id 289

44/100 [============>.................] - ETA: 4:16 - loss: 1.6347 - rpn_class_loss: 0.0211 - rpn_bbox_loss: 0.5828 - mrcnn_class_loss: 0.2082 - mrcnn_bbox_loss: 0.4219 - mrcnn_mask_loss: 0.4007image_id 662

45/100 [============>.................] - ETA: 4:11 - loss: 1.6240 - rpn_class_loss: 0.0207 - rpn_bbox_loss: 0.5786 - mrcnn_class_loss: 0.2064 - mrcnn_bbox_loss: 0.4204 - mrcnn_mask_loss: 0.3978image_id 342

46/100 [============>.................] - ETA: 4:06 - loss: 1.6008 - rpn_class_loss: 0.0203 - rpn_bbox_loss: 0.5682 - mrcnn_class_loss: 0.2035 - mrcnn_bbox_loss: 0.4170 - mrcnn_mask_loss: 0.3919image_id 624

47/100 [=============>................] - ETA: 4:02 - loss: 1.5731 - rpn_class_loss: 0.0199 - rpn_bbox_loss: 0.5569 - mrcnn_class_loss: 0.2002 - mrcnn_bbox_loss: 0.4104 - mrcnn_mask_loss: 0.3857image_id 744

48/100 [=============>................] - ETA: 3:57 - loss: 1.5616 - rpn_class_loss: 0.0196 - rpn_bbox_loss: 0.5475 - mrcnn_class_loss: 0.1967 - mrcnn_bbox_loss: 0.4066 - mrcnn_mask_loss: 0.3913image_id 299

49/100 [=============>................] - ETA: 3:53 - loss: 1.5567 - rpn_class_loss: 0.0193 - rpn_bbox_loss: 0.5417 - mrcnn_class_loss: 0.1964 - mrcnn_bbox_loss: 0.4071 - mrcnn_mask_loss: 0.3921image_id 240

50/100 [==============>...............] - ETA: 3:48 - loss: 1.5431 - rpn_class_loss: 0.0193 - rpn_bbox_loss: 0.5347 - mrcnn_class_loss: 0.1973 - mrcnn_bbox_loss: 0.4004 - mrcnn_mask_loss: 0.3915image_id 272

51/100 [==============>...............] - ETA: 3:43 - loss: 1.5337 - rpn_class_loss: 0.0190 - rpn_bbox_loss: 0.5293 - mrcnn_class_loss: 0.1963 - mrcnn_bbox_loss: 0.3965 - mrcnn_mask_loss: 0.3925image_id 602

52/100 [==============>...............] - ETA: 3:39 - loss: 1.5413 - rpn_class_loss: 0.0190 - rpn_bbox_loss: 0.5361 - mrcnn_class_loss: 0.1951 - mrcnn_bbox_loss: 0.4017 - mrcnn_mask_loss: 0.3894image_id 42

53/100 [==============>...............] - ETA: 3:35 - loss: 1.5184 - rpn_class_loss: 0.0187 - rpn_bbox_loss: 0.5272 - mrcnn_class_loss: 0.1922 - mrcnn_bbox_loss: 0.3961 - mrcnn_mask_loss: 0.3842

ERROR:root:Error processing image {'id': 528, 'source': 'shapes', 'path': 'train_data/pic/574.jpg', 'width': 240, 'height': 180, 'mask_path': 'train_data/cv2_mask/574.png', 'yaml_path': 'train_data/labelme_json/574-box_json/info.yaml'}

Traceback (most recent call last):

File "G:\TensorflowProject\Mask_RCNN-master\samples081902\shapes\model.py", line 1717, in data_generator

use_mini_mask=config.USE_MINI_MASK)

File "G:\TensorflowProject\Mask_RCNN-master\samples081902\shapes\model.py", line 1272, in load_image_gt

class_ids = class_ids[_idx]

IndexError: boolean index did not match indexed array along dimension 0; dimension is 1 but corresponding boolean dimension is 2

image_id 528

image_id 336

54/100 [===============>..............] - ETA: 3:30 - loss: 1.5122 - rpn_class_loss: 0.0189 - rpn_bbox_loss: 0.5206 - mrcnn_class_loss: 0.1926 - mrcnn_bbox_loss: 0.3944 - mrcnn_mask_loss: 0.3858image_id 255

55/100 [===============>..............] - ETA: 3:25 - loss: 1.4964 - rpn_class_loss: 0.0188 - rpn_bbox_loss: 0.5130 - mrcnn_class_loss: 0.1912 - mrcnn_bbox_loss: 0.3905 - mrcnn_mask_loss: 0.3829image_id 526

56/100 [===============>..............] - ETA: 3:21 - loss: 1.4781 - rpn_class_loss: 0.0185 - rpn_bbox_loss: 0.5071 - mrcnn_class_loss: 0.1885 - mrcnn_bbox_loss: 0.3863 - mrcnn_mask_loss: 0.3777image_id 248

57/100 [================>.............] - ETA: 3:16 - loss: 1.4862 - rpn_class_loss: 0.0189 - rpn_bbox_loss: 0.5038 - mrcnn_class_loss: 0.1952 - mrcnn_bbox_loss: 0.3880 - mrcnn_mask_loss: 0.3802image_id 649

58/100 [================>.............] - ETA: 3:12 - loss: 1.4761 - rpn_class_loss: 0.0186 - rpn_bbox_loss: 0.4985 - mrcnn_class_loss: 0.1948 - mrcnn_bbox_loss: 0.3852 - mrcnn_mask_loss: 0.3790image_id 314

59/100 [================>.............] - ETA: 3:07 - loss: 1.4742 - rpn_class_loss: 0.0187 - rpn_bbox_loss: 0.4939 - mrcnn_class_loss: 0.1982 - mrcnn_bbox_loss: 0.3864 - mrcnn_mask_loss: 0.3770image_id 612

60/100 [=================>............] - ETA: 3:02 - loss: 1.4717 - rpn_class_loss: 0.0184 - rpn_bbox_loss: 0.4882 - mrcnn_class_loss: 0.2016 - mrcnn_bbox_loss: 0.3851 - mrcnn_mask_loss: 0.3785image_id 576

61/100 [=================>............] - ETA: 2:58 - loss: 1.4688 - rpn_class_loss: 0.0191 - rpn_bbox_loss: 0.4847 - mrcnn_class_loss: 0.2061 - mrcnn_bbox_loss: 0.3839 - mrcnn_mask_loss: 0.3750image_id 719

62/100 [=================>............] - ETA: 2:53 - loss: 1.4566 - rpn_class_loss: 0.0188 - rpn_bbox_loss: 0.4779 - mrcnn_class_loss: 0.2039 - mrcnn_bbox_loss: 0.3831 - mrcnn_mask_loss: 0.3729image_id 512

63/100 [=================>............] - ETA: 2:49 - loss: 1.4586 - rpn_class_loss: 0.0185 - rpn_bbox_loss: 0.4765 - mrcnn_class_loss: 0.2045 - mrcnn_bbox_loss: 0.3874 - mrcnn_mask_loss: 0.3717image_id 188

64/100 [==================>...........] - ETA: 2:44 - loss: 1.4440 - rpn_class_loss: 0.0183 - rpn_bbox_loss: 0.4725 - mrcnn_class_loss: 0.2019 - mrcnn_bbox_loss: 0.3829 - mrcnn_mask_loss: 0.3684image_id 110

65/100 [==================>...........] - ETA: 2:40 - loss: 1.4384 - rpn_class_loss: 0.0181 - rpn_bbox_loss: 0.4698 - mrcnn_class_loss: 0.2027 - mrcnn_bbox_loss: 0.3809 - mrcnn_mask_loss: 0.3669image_id 450

66/100 [==================>...........] - ETA: 2:35 - loss: 1.4357 - rpn_class_loss: 0.0179 - rpn_bbox_loss: 0.4716 - mrcnn_class_loss: 0.2005 - mrcnn_bbox_loss: 0.3813 - mrcnn_mask_loss: 0.3644image_id 11

67/100 [===================>..........] - ETA: 2:31 - loss: 1.4428 - rpn_class_loss: 0.0178 - rpn_bbox_loss: 0.4761 - mrcnn_class_loss: 0.2020 - mrcnn_bbox_loss: 0.3826 - mrcnn_mask_loss: 0.3644image_id 505

68/100 [===================>..........] - ETA: 2:26 - loss: 1.4317 - rpn_class_loss: 0.0176 - rpn_bbox_loss: 0.4703 - mrcnn_class_loss: 0.1999 - mrcnn_bbox_loss: 0.3815 - mrcnn_mask_loss: 0.3624image_id 59

69/100 [===================>..........] - ETA: 2:22 - loss: 1.4345 - rpn_class_loss: 0.0175 - rpn_bbox_loss: 0.4653 - mrcnn_class_loss: 0.1998 - mrcnn_bbox_loss: 0.3789 - mrcnn_mask_loss: 0.3729image_id 628

70/100 [====================>.........] - ETA: 2:17 - loss: 1.4223 - rpn_class_loss: 0.0174 - rpn_bbox_loss: 0.4597 - mrcnn_class_loss: 0.1990 - mrcnn_bbox_loss: 0.3757 - mrcnn_mask_loss: 0.3706image_id 297

71/100 [====================>.........] - ETA: 2:13 - loss: 1.4242 - rpn_class_loss: 0.0172 - rpn_bbox_loss: 0.4567 - mrcnn_class_loss: 0.1992 - mrcnn_bbox_loss: 0.3771 - mrcnn_mask_loss: 0.3740image_id 521

72/100 [====================>.........] - ETA: 2:08 - loss: 1.4160 - rpn_class_loss: 0.0171 - rpn_bbox_loss: 0.4517 - mrcnn_class_loss: 0.1974 - mrcnn_bbox_loss: 0.3779 - mrcnn_mask_loss: 0.3719image_id 754

73/100 [====================>.........] - ETA: 2:04 - loss: 1.4160 - rpn_class_loss: 0.0169 - rpn_bbox_loss: 0.4518 - mrcnn_class_loss: 0.1959 - mrcnn_bbox_loss: 0.3775 - mrcnn_mask_loss: 0.3739image_id 789

74/100 [=====================>........] - ETA: 1:59 - loss: 1.4255 - rpn_class_loss: 0.0171 - rpn_bbox_loss: 0.4471 - mrcnn_class_loss: 0.2041 - mrcnn_bbox_loss: 0.3812 - mrcnn_mask_loss: 0.3760image_id 124

75/100 [=====================>........] - ETA: 1:55 - loss: 1.4400 - rpn_class_loss: 0.0171 - rpn_bbox_loss: 0.4471 - mrcnn_class_loss: 0.2125 - mrcnn_bbox_loss: 0.3874 - mrcnn_mask_loss: 0.3760image_id 381

76/100 [=====================>........] - ETA: 1:50 - loss: 1.4366 - rpn_class_loss: 0.0170 - rpn_bbox_loss: 0.4430 - mrcnn_class_loss: 0.2132 - mrcnn_bbox_loss: 0.3897 - mrcnn_mask_loss: 0.3736image_id 457

77/100 [======================>.......] - ETA: 1:45 - loss: 1.4520 - rpn_class_loss: 0.0171 - rpn_bbox_loss: 0.4474 - mrcnn_class_loss: 0.2153 - mrcnn_bbox_loss: 0.3949 - mrcnn_mask_loss: 0.3773image_id 197

78/100 [======================>.......] - ETA: 1:41 - loss: 1.4406 - rpn_class_loss: 0.0171 - rpn_bbox_loss: 0.4431 - mrcnn_class_loss: 0.2140 - mrcnn_bbox_loss: 0.3921 - mrcnn_mask_loss: 0.3743image_id 375

79/100 [======================>.......] - ETA: 1:36 - loss: 1.4484 - rpn_class_loss: 0.0171 - rpn_bbox_loss: 0.4407 - mrcnn_class_loss: 0.2185 - mrcnn_bbox_loss: 0.3959 - mrcnn_mask_loss: 0.3763image_id 131

80/100 [=======================>......] - ETA: 1:32 - loss: 1.4361 - rpn_class_loss: 0.0171 - rpn_bbox_loss: 0.4357 - mrcnn_class_loss: 0.2162 - mrcnn_bbox_loss: 0.3928 - mrcnn_mask_loss: 0.3743image_id 250

81/100 [=======================>......] - ETA: 1:27 - loss: 1.4314 - rpn_class_loss: 0.0171 - rpn_bbox_loss: 0.4332 - mrcnn_class_loss: 0.2158 - mrcnn_bbox_loss: 0.3917 - mrcnn_mask_loss: 0.3736image_id 349

82/100 [=======================>......] - ETA: 1:23 - loss: 1.4451 - rpn_class_loss: 0.0172 - rpn_bbox_loss: 0.4453 - mrcnn_class_loss: 0.2168 - mrcnn_bbox_loss: 0.3936 - mrcnn_mask_loss: 0.3722image_id 603

83/100 [=======================>......] - ETA: 1:18 - loss: 1.4312 - rpn_class_loss: 0.0170 - rpn_bbox_loss: 0.4410 - mrcnn_class_loss: 0.2143 - mrcnn_bbox_loss: 0.3900 - mrcnn_mask_loss: 0.3689image_id 809

84/100 [========================>.....] - ETA: 1:13 - loss: 1.4349 - rpn_class_loss: 0.0171 - rpn_bbox_loss: 0.4389 - mrcnn_class_loss: 0.2155 - mrcnn_bbox_loss: 0.3894 - mrcnn_mask_loss: 0.3739image_id 266

85/100 [========================>.....] - ETA: 1:09 - loss: 1.4247 - rpn_class_loss: 0.0169 - rpn_bbox_loss: 0.4354 - mrcnn_class_loss: 0.2137 - mrcnn_bbox_loss: 0.3872 - mrcnn_mask_loss: 0.3716image_id 456

86/100 [========================>.....] - ETA: 1:04 - loss: 1.4166 - rpn_class_loss: 0.0168 - rpn_bbox_loss: 0.4327 - mrcnn_class_loss: 0.2119 - mrcnn_bbox_loss: 0.3858 - mrcnn_mask_loss: 0.3694image_id 66

87/100 [=========================>....] - ETA: 1:00 - loss: 1.4051 - rpn_class_loss: 0.0167 - rpn_bbox_loss: 0.4282 - mrcnn_class_loss: 0.2103 - mrcnn_bbox_loss: 0.3827 - mrcnn_mask_loss: 0.3672image_id 696

88/100 [=========================>....] - ETA: 55s - loss: 1.4103 - rpn_class_loss: 0.0167 - rpn_bbox_loss: 0.4271 - mrcnn_class_loss: 0.2087 - mrcnn_bbox_loss: 0.3864 - mrcnn_mask_loss: 0.3713 image_id 178

89/100 [=========================>....] - ETA: 50s - loss: 1.4148 - rpn_class_loss: 0.0169 - rpn_bbox_loss: 0.4269 - mrcnn_class_loss: 0.2123 - mrcnn_bbox_loss: 0.3863 - mrcnn_mask_loss: 0.3724image_id 804

90/100 [==========================>...] - ETA: 46s - loss: 1.4129 - rpn_class_loss: 0.0170 - rpn_bbox_loss: 0.4238 - mrcnn_class_loss: 0.2122 - mrcnn_bbox_loss: 0.3861 - mrcnn_mask_loss: 0.3738image_id 320

91/100 [==========================>...] - ETA: 41s - loss: 1.4045 - rpn_class_loss: 0.0169 - rpn_bbox_loss: 0.4206 - mrcnn_class_loss: 0.2107 - mrcnn_bbox_loss: 0.3833 - mrcnn_mask_loss: 0.3730image_id 558

92/100 [==========================>...] - ETA: 36s - loss: 1.4007 - rpn_class_loss: 0.0170 - rpn_bbox_loss: 0.4176 - mrcnn_class_loss: 0.2108 - mrcnn_bbox_loss: 0.3822 - mrcnn_mask_loss: 0.3731image_id 780

93/100 [==========================>...] - ETA: 32s - loss: 1.3906 - rpn_class_loss: 0.0169 - rpn_bbox_loss: 0.4144 - mrcnn_class_loss: 0.2090 - mrcnn_bbox_loss: 0.3793 - mrcnn_mask_loss: 0.3709image_id 414

94/100 [===========================>..] - ETA: 27s - loss: 1.3944 - rpn_class_loss: 0.0168 - rpn_bbox_loss: 0.4156 - mrcnn_class_loss: 0.2109 - mrcnn_bbox_loss: 0.3808 - mrcnn_mask_loss: 0.3703image_id 41

95/100 [===========================>..] - ETA: 23s - loss: 1.3889 - rpn_class_loss: 0.0167 - rpn_bbox_loss: 0.4129 - mrcnn_class_loss: 0.2095 - mrcnn_bbox_loss: 0.3791 - mrcnn_mask_loss: 0.3707image_id 288

96/100 [===========================>..] - ETA: 18s - loss: 1.3782 - rpn_class_loss: 0.0167 - rpn_bbox_loss: 0.4102 - mrcnn_class_loss: 0.2074 - mrcnn_bbox_loss: 0.3757 - mrcnn_mask_loss: 0.3682image_id 106

97/100 [============================>.] - ETA: 13s - loss: 1.3679 - rpn_class_loss: 0.0165 - rpn_bbox_loss: 0.4061 - mrcnn_class_loss: 0.2057 - mrcnn_bbox_loss: 0.3739 - mrcnn_mask_loss: 0.3657image_id 703

98/100 [============================>.] - ETA: 9s - loss: 1.3597 - rpn_class_loss: 0.0164 - rpn_bbox_loss: 0.4035 - mrcnn_class_loss: 0.2044 - mrcnn_bbox_loss: 0.3716 - mrcnn_mask_loss: 0.3638 image_id 580

99/100 [============================>.] - ETA: 4s - loss: 1.3592 - rpn_class_loss: 0.0167 - rpn_bbox_loss: 0.4012 - mrcnn_class_loss: 0.2057 - mrcnn_bbox_loss: 0.3718 - mrcnn_mask_loss: 0.3639image_id 155

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image_id 6

image_id 5

100/100 [==============================] - 474s 5s/step - loss: 1.3885 - rpn_class_loss: 0.0169 - rpn_bbox_loss: 0.4316 - mrcnn_class_loss: 0.2055 - mrcnn_bbox_loss: 0.3719 - mrcnn_mask_loss: 0.3625 - val_loss: 1.0933 - val_rpn_class_loss: 0.0112 - val_rpn_bbox_loss: 0.4452 - val_mrcnn_class_loss: 0.1022 - val_mrcnn_bbox_loss: 0.2061 - val_mrcnn_mask_loss: 0.3286

Epoch 9/10

image_id 247

1/100 [..............................] - ETA: 7:37 - loss: 1.0099 - rpn_class_loss: 0.0011 - rpn_bbox_loss: 0.0625 - mrcnn_class_loss: 0.0965 - mrcnn_bbox_loss: 0.3551 - mrcnn_mask_loss: 0.4946image_id 731

2/100 [..............................] - ETA: 7:31 - loss: 1.7157 - rpn_class_loss: 0.0332 - rpn_bbox_loss: 0.1858 - mrcnn_class_loss: 0.3798 - mrcnn_bbox_loss: 0.6382 - mrcnn_mask_loss: 0.4787image_id 702

3/100 [..............................] - ETA: 7:23 - loss: 1.4221 - rpn_class_loss: 0.0239 - rpn_bbox_loss: 0.1718 - mrcnn_class_loss: 0.2867 - mrcnn_bbox_loss: 0.5234 - mrcnn_mask_loss: 0.4163image_id 278

4/100 [>.............................] - ETA: 7:17 - loss: 1.2157 - rpn_class_loss: 0.0188 - rpn_bbox_loss: 0.1451 - mrcnn_class_loss: 0.2485 - mrcnn_bbox_loss: 0.4361 - mrcnn_mask_loss: 0.3673image_id 208

5/100 [>.............................] - ETA: 7:12 - loss: 1.1948 - rpn_class_loss: 0.0199 - rpn_bbox_loss: 0.1594 - mrcnn_class_loss: 0.2797 - mrcnn_bbox_loss: 0.3821 - mrcnn_mask_loss: 0.3537image_id 205

6/100 [>.............................] - ETA: 7:09 - loss: 1.1201 - rpn_class_loss: 0.0172 - rpn_bbox_loss: 0.1637 - mrcnn_class_loss: 0.2462 - mrcnn_bbox_loss: 0.3455 - mrcnn_mask_loss: 0.3476image_id 564

7/100 [=>............................] - ETA: 7:04 - loss: 1.0036 - rpn_class_loss: 0.0152 - rpn_bbox_loss: 0.1450 - mrcnn_class_loss: 0.2177 - mrcnn_bbox_loss: 0.3151 - mrcnn_mask_loss: 0.3106image_id 813

8/100 [=>............................] - ETA: 6:59 - loss: 0.9635 - rpn_class_loss: 0.0141 - rpn_bbox_loss: 0.1570 - mrcnn_class_loss: 0.1935 - mrcnn_bbox_loss: 0.3131 - mrcnn_mask_loss: 0.2857image_id 47

9/100 [=>............................] - ETA: 6:54 - loss: 1.0147 - rpn_class_loss: 0.0132 - rpn_bbox_loss: 0.1650 - mrcnn_class_loss: 0.1990 - mrcnn_bbox_loss: 0.3454 - mrcnn_mask_loss: 0.2920image_id 328

10/100 [==>...........................] - ETA: 6:51 - loss: 1.1020 - rpn_class_loss: 0.0156 - rpn_bbox_loss: 0.1696 - mrcnn_class_loss: 0.1974 - mrcnn_bbox_loss: 0.3805 - mrcnn_mask_loss: 0.3388image_id 350

11/100 [==>...........................] - ETA: 6:46 - loss: 1.1481 - rpn_class_loss: 0.0158 - rpn_bbox_loss: 0.1927 - mrcnn_class_loss: 0.1868 - mrcnn_bbox_loss: 0.3832 - mrcnn_mask_loss: 0.3696image_id 784

12/100 [==>...........................] - ETA: 6:42 - loss: 1.0806 - rpn_class_loss: 0.0146 - rpn_bbox_loss: 0.1838 - mrcnn_class_loss: 0.1739 - mrcnn_bbox_loss: 0.3615 - mrcnn_mask_loss: 0.3468image_id 201

13/100 [==>...........................] - ETA: 6:37 - loss: 1.1801 - rpn_class_loss: 0.0165 - rpn_bbox_loss: 0.2460 - mrcnn_class_loss: 0.1912 - mrcnn_bbox_loss: 0.3780 - mrcnn_mask_loss: 0.3483image_id 333

14/100 [===>..........................] - ETA: 6:33 - loss: 1.1896 - rpn_class_loss: 0.0158 - rpn_bbox_loss: 0.2415 - mrcnn_class_loss: 0.1910 - mrcnn_bbox_loss: 0.3658 - mrcnn_mask_loss: 0.3754image_id 409

15/100 [===>..........................] - ETA: 6:28 - loss: 1.1399 - rpn_class_loss: 0.0155 - rpn_bbox_loss: 0.2367 - mrcnn_class_loss: 0.1837 - mrcnn_bbox_loss: 0.3464 - mrcnn_mask_loss: 0.3576image_id 313

16/100 [===>..........................] - ETA: 6:24 - loss: 1.1172 - rpn_class_loss: 0.0148 - rpn_bbox_loss: 0.2267 - mrcnn_class_loss: 0.1831 - mrcnn_bbox_loss: 0.3386 - mrcnn_mask_loss: 0.3538image_id 774

17/100 [====>.........................] - ETA: 6:19 - loss: 1.1401 - rpn_class_loss: 0.0140 - rpn_bbox_loss: 0.2567 - mrcnn_class_loss: 0.1740 - mrcnn_bbox_loss: 0.3375 - mrcnn_mask_loss: 0.3579image_id 403

18/100 [====>.........................] - ETA: 6:15 - loss: 1.1793 - rpn_class_loss: 0.0142 - rpn_bbox_loss: 0.2669 - mrcnn_class_loss: 0.1788 - mrcnn_bbox_loss: 0.3398 - mrcnn_mask_loss: 0.3795image_id 755

19/100 [====>.........................] - ETA: 6:10 - loss: 1.1477 - rpn_class_loss: 0.0135 - rpn_bbox_loss: 0.2617 - mrcnn_class_loss: 0.1717 - mrcnn_bbox_loss: 0.3330 - mrcnn_mask_loss: 0.3678image_id 20

20/100 [=====>........................] - ETA: 6:06 - loss: 1.1163 - rpn_class_loss: 0.0133 - rpn_bbox_loss: 0.2524 - mrcnn_class_loss: 0.1721 - mrcnn_bbox_loss: 0.3182 - mrcnn_mask_loss: 0.3603image_id 753

21/100 [=====>........................] - ETA: 6:01 - loss: 1.0750 - rpn_class_loss: 0.0127 - rpn_bbox_loss: 0.2430 - mrcnn_class_loss: 0.1647 - mrcnn_bbox_loss: 0.3078 - mrcnn_mask_loss: 0.3467image_id 566

22/100 [=====>........................] - ETA: 5:57 - loss: 1.1406 - rpn_class_loss: 0.0125 - rpn_bbox_loss: 0.2803 - mrcnn_class_loss: 0.1762 - mrcnn_bbox_loss: 0.3177 - mrcnn_mask_loss: 0.3539image_id 362

23/100 [=====>........................] - ETA: 5:52 - loss: 1.1452 - rpn_class_loss: 0.0122 - rpn_bbox_loss: 0.2774 - mrcnn_class_loss: 0.1773 - mrcnn_bbox_loss: 0.3182 - mrcnn_mask_loss: 0.3600image_id 371

24/100 [======>.......................] - ETA: 5:48 - loss: 1.1315 - rpn_class_loss: 0.0131 - rpn_bbox_loss: 0.2714 - mrcnn_class_loss: 0.1744 - mrcnn_bbox_loss: 0.3109 - mrcnn_mask_loss: 0.3617image_id 232

25/100 [======>.......................] - ETA: 5:43 - loss: 1.1235 - rpn_class_loss: 0.0131 - rpn_bbox_loss: 0.2631 - mrcnn_class_loss: 0.1733 - mrcnn_bbox_loss: 0.3115 - mrcnn_mask_loss: 0.3626image_id 246

26/100 [======>.......................] - ETA: 5:38 - loss: 1.1278 - rpn_class_loss: 0.0129 - rpn_bbox_loss: 0.2744 - mrcnn_class_loss: 0.1704 - mrcnn_bbox_loss: 0.3074 - mrcnn_mask_loss: 0.3627image_id 115

27/100 [=======>......................] - ETA: 5:34 - loss: 1.1491 - rpn_class_loss: 0.0127 - rpn_bbox_loss: 0.2729 - mrcnn_class_loss: 0.1668 - mrcnn_bbox_loss: 0.3031 - mrcnn_mask_loss: 0.3935image_id 718

28/100 [=======>......................] - ETA: 5:29 - loss: 1.1310 - rpn_class_loss: 0.0125 - rpn_bbox_loss: 0.2678 - mrcnn_class_loss: 0.1619 - mrcnn_bbox_loss: 0.3007 - mrcnn_mask_loss: 0.3880image_id 375

29/100 [=======>......................] - ETA: 5:24 - loss: 1.1483 - rpn_class_loss: 0.0127 - rpn_bbox_loss: 0.2682 - mrcnn_class_loss: 0.1693 - mrcnn_bbox_loss: 0.3088 - mrcnn_mask_loss: 0.3894image_id 118

30/100 [========>.....................] - ETA: 5:20 - loss: 1.1450 - rpn_class_loss: 0.0126 - rpn_bbox_loss: 0.2719 - mrcnn_class_loss: 0.1671 - mrcnn_bbox_loss: 0.3035 - mrcnn_mask_loss: 0.3900image_id 509

31/100 [========>.....................] - ETA: 5:15 - loss: 1.1504 - rpn_class_loss: 0.0128 - rpn_bbox_loss: 0.2687 - mrcnn_class_loss: 0.1706 - mrcnn_bbox_loss: 0.3101 - mrcnn_mask_loss: 0.3882image_id 110

32/100 [========>.....................] - ETA: 5:10 - loss: 1.1363 - rpn_class_loss: 0.0127 - rpn_bbox_loss: 0.2627 - mrcnn_class_loss: 0.1686 - mrcnn_bbox_loss: 0.3076 - mrcnn_mask_loss: 0.3847image_id 346

33/100 [========>.....................] - ETA: 5:06 - loss: 1.1479 - rpn_class_loss: 0.0127 - rpn_bbox_loss: 0.2676 - mrcnn_class_loss: 0.1690 - mrcnn_bbox_loss: 0.3148 - mrcnn_mask_loss: 0.3839image_id 127

34/100 [=========>....................] - ETA: 5:01 - loss: 1.1740 - rpn_class_loss: 0.0127 - rpn_bbox_loss: 0.2777 - mrcnn_class_loss: 0.1770 - mrcnn_bbox_loss: 0.3237 - mrcnn_mask_loss: 0.3829image_id 255

35/100 [=========>....................] - ETA: 4:57 - loss: 1.1610 - rpn_class_loss: 0.0124 - rpn_bbox_loss: 0.2716 - mrcnn_class_loss: 0.1736 - mrcnn_bbox_loss: 0.3226 - mrcnn_mask_loss: 0.3807image_id 692

36/100 [=========>....................] - ETA: 4:52 - loss: 1.1393 - rpn_class_loss: 0.0123 - rpn_bbox_loss: 0.2669 - mrcnn_class_loss: 0.1697 - mrcnn_bbox_loss: 0.3153 - mrcnn_mask_loss: 0.3750image_id 561

37/100 [==========>...................] - ETA: 4:47 - loss: 1.1538 - rpn_class_loss: 0.0125 - rpn_bbox_loss: 0.2679 - mrcnn_class_loss: 0.1738 - mrcnn_bbox_loss: 0.3216 - mrcnn_mask_loss: 0.3780image_id 737

38/100 [==========>...................] - ETA: 4:43 - loss: 1.2059 - rpn_class_loss: 0.0128 - rpn_bbox_loss: 0.3427 - mrcnn_class_loss: 0.1692 - mrcnn_bbox_loss: 0.3132 - mrcnn_mask_loss: 0.3680image_id 168

39/100 [==========>...................] - ETA: 4:38 - loss: 1.2068 - rpn_class_loss: 0.0127 - rpn_bbox_loss: 0.3396 - mrcnn_class_loss: 0.1667 - mrcnn_bbox_loss: 0.3124 - mrcnn_mask_loss: 0.3754image_id 100

40/100 [===========>..................] - ETA: 4:34 - loss: 1.1981 - rpn_class_loss: 0.0125 - rpn_bbox_loss: 0.3346 - mrcnn_class_loss: 0.1660 - mrcnn_bbox_loss: 0.3104 - mrcnn_mask_loss: 0.3746image_id 353

41/100 [===========>..................] - ETA: 4:29 - loss: 1.2173 - rpn_class_loss: 0.0123 - rpn_bbox_loss: 0.3507 - mrcnn_class_loss: 0.1624 - mrcnn_bbox_loss: 0.3154 - mrcnn_mask_loss: 0.3766image_id 534

42/100 [===========>..................] - ETA: 4:25 - loss: 1.2103 - rpn_class_loss: 0.0120 - rpn_bbox_loss: 0.3505 - mrcnn_class_loss: 0.1605 - mrcnn_bbox_loss: 0.3142 - mrcnn_mask_loss: 0.3731image_id 114

43/100 [===========>..................] - ETA: 4:20 - loss: 1.2119 - rpn_class_loss: 0.0126 - rpn_bbox_loss: 0.3462 - mrcnn_class_loss: 0.1672 - mrcnn_bbox_loss: 0.3131 - mrcnn_mask_loss: 0.3726image_id 342

44/100 [============>.................] - ETA: 4:16 - loss: 1.1918 - rpn_class_loss: 0.0124 - rpn_bbox_loss: 0.3394 - mrcnn_class_loss: 0.1644 - mrcnn_bbox_loss: 0.3088 - mrcnn_mask_loss: 0.3667image_id 145

45/100 [============>.................] - ETA: 4:11 - loss: 1.1887 - rpn_class_loss: 0.0122 - rpn_bbox_loss: 0.3374 - mrcnn_class_loss: 0.1669 - mrcnn_bbox_loss: 0.3070 - mrcnn_mask_loss: 0.3652image_id 299

46/100 [============>.................] - ETA: 4:06 - loss: 1.1902 - rpn_class_loss: 0.0121 - rpn_bbox_loss: 0.3364 - mrcnn_class_loss: 0.1664 - mrcnn_bbox_loss: 0.3100 - mrcnn_mask_loss: 0.3653image_id 296

47/100 [=============>................] - ETA: 4:02 - loss: 1.1879 - rpn_class_loss: 0.0121 - rpn_bbox_loss: 0.3428 - mrcnn_class_loss: 0.1642 - mrcnn_bbox_loss: 0.3064 - mrcnn_mask_loss: 0.3624image_id 11

48/100 [=============>................] - ETA: 3:57 - loss: 1.1930 - rpn_class_loss: 0.0120 - rpn_bbox_loss: 0.3451 - mrcnn_class_loss: 0.1650 - mrcnn_bbox_loss: 0.3061 - mrcnn_mask_loss: 0.3649image_id 794

49/100 [=============>................] - ETA: 3:53 - loss: 1.2391 - rpn_class_loss: 0.0128 - rpn_bbox_loss: 0.3684 - mrcnn_class_loss: 0.1701 - mrcnn_bbox_loss: 0.3227 - mrcnn_mask_loss: 0.3651image_id 7

50/100 [==============>...............] - ETA: 3:48 - loss: 1.2361 - rpn_class_loss: 0.0127 - rpn_bbox_loss: 0.3673 - mrcnn_class_loss: 0.1687 - mrcnn_bbox_loss: 0.3241 - mrcnn_mask_loss: 0.3633image_id 72

51/100 [==============>...............] - ETA: 3:44 - loss: 1.2343 - rpn_class_loss: 0.0125 - rpn_bbox_loss: 0.3630 - mrcnn_class_loss: 0.1685 - mrcnn_bbox_loss: 0.3262 - mrcnn_mask_loss: 0.3642image_id 746

52/100 [==============>...............] - ETA: 3:39 - loss: 1.2208 - rpn_class_loss: 0.0124 - rpn_bbox_loss: 0.3566 - mrcnn_class_loss: 0.1665 - mrcnn_bbox_loss: 0.3235 - mrcnn_mask_loss: 0.3619image_id 712

53/100 [==============>...............] - ETA: 3:35 - loss: 1.2093 - rpn_class_loss: 0.0124 - rpn_bbox_loss: 0.3512 - mrcnn_class_loss: 0.1655 - mrcnn_bbox_loss: 0.3202 - mrcnn_mask_loss: 0.3599image_id 571

54/100 [===============>..............] - ETA: 3:30 - loss: 1.2091 - rpn_class_loss: 0.0125 - rpn_bbox_loss: 0.3666 - mrcnn_class_loss: 0.1625 - mrcnn_bbox_loss: 0.3143 - mrcnn_mask_loss: 0.3532image_id 40

55/100 [===============>..............] - ETA: 3:26 - loss: 1.2037 - rpn_class_loss: 0.0125 - rpn_bbox_loss: 0.3637 - mrcnn_class_loss: 0.1612 - mrcnn_bbox_loss: 0.3157 - mrcnn_mask_loss: 0.3507image_id 454

56/100 [===============>..............] - ETA: 3:21 - loss: 1.1939 - rpn_class_loss: 0.0125 - rpn_bbox_loss: 0.3587 - mrcnn_class_loss: 0.1608 - mrcnn_bbox_loss: 0.3126 - mrcnn_mask_loss: 0.3493image_id 16

57/100 [================>.............] - ETA: 3:16 - loss: 1.2067 - rpn_class_loss: 0.0143 - rpn_bbox_loss: 0.3584 - mrcnn_class_loss: 0.1702 - mrcnn_bbox_loss: 0.3129 - mrcnn_mask_loss: 0.3509image_id 656

58/100 [================>.............] - ETA: 3:12 - loss: 1.2295 - rpn_class_loss: 0.0144 - rpn_bbox_loss: 0.3689 - mrcnn_class_loss: 0.1835 - mrcnn_bbox_loss: 0.3143 - mrcnn_mask_loss: 0.3485image_id 606

59/100 [================>.............] - ETA: 3:07 - loss: 1.2372 - rpn_class_loss: 0.0142 - rpn_bbox_loss: 0.3704 - mrcnn_class_loss: 0.1863 - mrcnn_bbox_loss: 0.3174 - mrcnn_mask_loss: 0.3490image_id 749

60/100 [=================>............] - ETA: 3:03 - loss: 1.2415 - rpn_class_loss: 0.0140 - rpn_bbox_loss: 0.3809 - mrcnn_class_loss: 0.1845 - mrcnn_bbox_loss: 0.3146 - mrcnn_mask_loss: 0.3475image_id 117

61/100 [=================>............] - ETA: 2:58 - loss: 1.2346 - rpn_class_loss: 0.0138 - rpn_bbox_loss: 0.3770 - mrcnn_class_loss: 0.1836 - mrcnn_bbox_loss: 0.3143 - mrcnn_mask_loss: 0.3459image_id 707

62/100 [=================>............] - ETA: 2:54 - loss: 1.2419 - rpn_class_loss: 0.0137 - rpn_bbox_loss: 0.3763 - mrcnn_class_loss: 0.1833 - mrcnn_bbox_loss: 0.3160 - mrcnn_mask_loss: 0.3526image_id 22

63/100 [=================>............] - ETA: 2:49 - loss: 1.2387 - rpn_class_loss: 0.0138 - rpn_bbox_loss: 0.3709 - mrcnn_class_loss: 0.1837 - mrcnn_bbox_loss: 0.3189 - mrcnn_mask_loss: 0.3515image_id 674

64/100 [==================>...........] - ETA: 2:44 - loss: 1.2347 - rpn_class_loss: 0.0137 - rpn_bbox_loss: 0.3685 - mrcnn_class_loss: 0.1814 - mrcnn_bbox_loss: 0.3176 - mrcnn_mask_loss: 0.3536image_id 379

65/100 [==================>...........] - ETA: 2:40 - loss: 1.2331 - rpn_class_loss: 0.0135 - rpn_bbox_loss: 0.3698 - mrcnn_class_loss: 0.1817 - mrcnn_bbox_loss: 0.3158 - mrcnn_mask_loss: 0.3524image_id 756

66/100 [==================>...........] - ETA: 2:35 - loss: 1.2407 - rpn_class_loss: 0.0134 - rpn_bbox_loss: 0.3712 - mrcnn_class_loss: 0.1836 - mrcnn_bbox_loss: 0.3200 - mrcnn_mask_loss: 0.3524image_id 17

67/100 [===================>..........] - ETA: 2:31 - loss: 1.2352 - rpn_class_loss: 0.0133 - rpn_bbox_loss: 0.3687 - mrcnn_class_loss: 0.1818 - mrcnn_bbox_loss: 0.3178 - mrcnn_mask_loss: 0.3536image_id 80

68/100 [===================>..........] - ETA: 2:26 - loss: 1.2332 - rpn_class_loss: 0.0132 - rpn_bbox_loss: 0.3658 - mrcnn_class_loss: 0.1823 - mrcnn_bbox_loss: 0.3191 - mrcnn_mask_loss: 0.3528image_id 83

69/100 [===================>..........] - ETA: 2:22 - loss: 1.2384 - rpn_class_loss: 0.0132 - rpn_bbox_loss: 0.3659 - mrcnn_class_loss: 0.1844 - mrcnn_bbox_loss: 0.3204 - mrcnn_mask_loss: 0.3545image_id 34

70/100 [====================>.........] - ETA: 2:17 - loss: 1.2320 - rpn_class_loss: 0.0132 - rpn_bbox_loss: 0.3629 - mrcnn_class_loss: 0.1848 - mrcnn_bbox_loss: 0.3195 - mrcnn_mask_loss: 0.3516image_id 363

71/100 [====================>.........] - ETA: 2:12 - loss: 1.2352 - rpn_class_loss: 0.0133 - rpn_bbox_loss: 0.3614 - mrcnn_class_loss: 0.1862 - mrcnn_bbox_loss: 0.3226 - mrcnn_mask_loss: 0.3517image_id 480

72/100 [====================>.........] - ETA: 2:08 - loss: 1.2330 - rpn_class_loss: 0.0133 - rpn_bbox_loss: 0.3618 - mrcnn_class_loss: 0.1871 - mrcnn_bbox_loss: 0.3206 - mrcnn_mask_loss: 0.3503image_id 616

73/100 [====================>.........] - ETA: 2:03 - loss: 1.2262 - rpn_class_loss: 0.0132 - rpn_bbox_loss: 0.3576 - mrcnn_class_loss: 0.1867 - mrcnn_bbox_loss: 0.3208 - mrcnn_mask_loss: 0.3479image_id 185

74/100 [=====================>........] - ETA: 1:59 - loss: 1.2209 - rpn_class_loss: 0.0130 - rpn_bbox_loss: 0.3544 - mrcnn_class_loss: 0.1867 - mrcnn_bbox_loss: 0.3188 - mrcnn_mask_loss: 0.3480image_id 94

75/100 [=====================>........] - ETA: 1:54 - loss: 1.2321 - rpn_class_loss: 0.0131 - rpn_bbox_loss: 0.3547 - mrcnn_class_loss: 0.1861 - mrcnn_bbox_loss: 0.3234 - mrcnn_mask_loss: 0.3548image_id 194

76/100 [=====================>........] - ETA: 1:50 - loss: 1.2267 - rpn_class_loss: 0.0131 - rpn_bbox_loss: 0.3544 - mrcnn_class_loss: 0.1844 - mrcnn_bbox_loss: 0.3226 - mrcnn_mask_loss: 0.3522image_id 10

77/100 [======================>.......] - ETA: 1:45 - loss: 1.2233 - rpn_class_loss: 0.0130 - rpn_bbox_loss: 0.3520 - mrcnn_class_loss: 0.1847 - mrcnn_bbox_loss: 0.3215 - mrcnn_mask_loss: 0.3521image_id 286

78/100 [======================>.......] - ETA: 1:40 - loss: 1.2205 - rpn_class_loss: 0.0131 - rpn_bbox_loss: 0.3481 - mrcnn_class_loss: 0.1867 - mrcnn_bbox_loss: 0.3225 - mrcnn_mask_loss: 0.3501image_id 628

79/100 [======================>.......] - ETA: 1:36 - loss: 1.2136 - rpn_class_loss: 0.0129 - rpn_bbox_loss: 0.3452 - mrcnn_class_loss: 0.1856 - mrcnn_bbox_loss: 0.3204 - mrcnn_mask_loss: 0.3493image_id 578

80/100 [=======================>......] - ETA: 1:31 - loss: 1.2108 - rpn_class_loss: 0.0128 - rpn_bbox_loss: 0.3417 - mrcnn_class_loss: 0.1849 - mrcnn_bbox_loss: 0.3197 - mrcnn_mask_loss: 0.3516image_id 177

81/100 [=======================>......] - ETA: 1:27 - loss: 1.2026 - rpn_class_loss: 0.0126 - rpn_bbox_loss: 0.3389 - mrcnn_class_loss: 0.1834 - mrcnn_bbox_loss: 0.3184 - mrcnn_mask_loss: 0.3493image_id 415

82/100 [=======================>......] - ETA: 1:22 - loss: 1.1914 - rpn_class_loss: 0.0125 - rpn_bbox_loss: 0.3356 - mrcnn_class_loss: 0.1812 - mrcnn_bbox_loss: 0.3159 - mrcnn_mask_loss: 0.3462image_id 164

83/100 [=======================>......] - ETA: 1:18 - loss: 1.1983 - rpn_class_loss: 0.0124 - rpn_bbox_loss: 0.3333 - mrcnn_class_loss: 0.1846 - mrcnn_bbox_loss: 0.3182 - mrcnn_mask_loss: 0.3498image_id 385

84/100 [========================>.....] - ETA: 1:13 - loss: 1.1953 - rpn_class_loss: 0.0122 - rpn_bbox_loss: 0.3305 - mrcnn_class_loss: 0.1842 - mrcnn_bbox_loss: 0.3165 - mrcnn_mask_loss: 0.3519image_id 135

85/100 [========================>.....] - ETA: 1:08 - loss: 1.1958 - rpn_class_loss: 0.0122 - rpn_bbox_loss: 0.3286 - mrcnn_class_loss: 0.1846 - mrcnn_bbox_loss: 0.3174 - mrcnn_mask_loss: 0.3529image_id 477

86/100 [========================>.....] - ETA: 1:04 - loss: 1.1969 - rpn_class_loss: 0.0122 - rpn_bbox_loss: 0.3250 - mrcnn_class_loss: 0.1866 - mrcnn_bbox_loss: 0.3184 - mrcnn_mask_loss: 0.3548image_id 310

87/100 [=========================>....] - ETA: 59s - loss: 1.1946 - rpn_class_loss: 0.0120 - rpn_bbox_loss: 0.3245 - mrcnn_class_loss: 0.1868 - mrcnn_bbox_loss: 0.3186 - mrcnn_mask_loss: 0.3527 image_id 261

88/100 [=========================>....] - ETA: 55s - loss: 1.1844 - rpn_class_loss: 0.0119 - rpn_bbox_loss: 0.3219 - mrcnn_class_loss: 0.1848 - mrcnn_bbox_loss: 0.3163 - mrcnn_mask_loss: 0.3495image_id 324

89/100 [=========================>....] - ETA: 50s - loss: 1.1854 - rpn_class_loss: 0.0121 - rpn_bbox_loss: 0.3189 - mrcnn_class_loss: 0.1861 - mrcnn_bbox_loss: 0.3172 - mrcnn_mask_loss: 0.3511image_id 532

90/100 [==========================>...] - ETA: 45s - loss: 1.1827 - rpn_class_loss: 0.0120 - rpn_bbox_loss: 0.3171 - mrcnn_class_loss: 0.1868 - mrcnn_bbox_loss: 0.3172 - mrcnn_mask_loss: 0.3496image_id 521

91/100 [==========================>...] - ETA: 41s - loss: 1.1802 - rpn_class_loss: 0.0119 - rpn_bbox_loss: 0.3158 - mrcnn_class_loss: 0.1855 - mrcnn_bbox_loss: 0.3185 - mrcnn_mask_loss: 0.3485image_id 109

92/100 [==========================>...] - ETA: 36s - loss: 1.1916 - rpn_class_loss: 0.0120 - rpn_bbox_loss: 0.3247 - mrcnn_class_loss: 0.1852 - mrcnn_bbox_loss: 0.3210 - mrcnn_mask_loss: 0.3488image_id 373

93/100 [==========================>...] - ETA: 32s - loss: 1.1894 - rpn_class_loss: 0.0120 - rpn_bbox_loss: 0.3226 - mrcnn_class_loss: 0.1849 - mrcnn_bbox_loss: 0.3231 - mrcnn_mask_loss: 0.3468image_id 84

94/100 [===========================>..] - ETA: 27s - loss: 1.2130 - rpn_class_loss: 0.0122 - rpn_bbox_loss: 0.3419 - mrcnn_class_loss: 0.1847 - mrcnn_bbox_loss: 0.3263 - mrcnn_mask_loss: 0.3479image_id 660

95/100 [===========================>..] - ETA: 22s - loss: 1.2073 - rpn_class_loss: 0.0121 - rpn_bbox_loss: 0.3398 - mrcnn_class_loss: 0.1831 - mrcnn_bbox_loss: 0.3253 - mrcnn_mask_loss: 0.3470image_id 444

96/100 [===========================>..] - ETA: 18s - loss: 1.2039 - rpn_class_loss: 0.0120 - rpn_bbox_loss: 0.3388 - mrcnn_class_loss: 0.1828 - mrcnn_bbox_loss: 0.3247 - mrcnn_mask_loss: 0.3457image_id 368

97/100 [============================>.] - ETA: 13s - loss: 1.2116 - rpn_class_loss: 0.0119 - rpn_bbox_loss: 0.3428 - mrcnn_class_loss: 0.1824 - mrcnn_bbox_loss: 0.3284 - mrcnn_mask_loss: 0.3461image_id 434

98/100 [============================>.] - ETA: 9s - loss: 1.2081 - rpn_class_loss: 0.0118 - rpn_bbox_loss: 0.3409 - mrcnn_class_loss: 0.1823 - mrcnn_bbox_loss: 0.3287 - mrcnn_mask_loss: 0.3444 image_id 625

99/100 [============================>.] - ETA: 4s - loss: 1.2070 - rpn_class_loss: 0.0117 - rpn_bbox_loss: 0.3420 - mrcnn_class_loss: 0.1809 - mrcnn_bbox_loss: 0.3281 - mrcnn_mask_loss: 0.3442image_id 292

image_id 3

image_id 1

image_id 1

image_id 5

image_id 2

100/100 [==============================] - 472s 5s/step - loss: 1.2030 - rpn_class_loss: 0.0117 - rpn_bbox_loss: 0.3392 - mrcnn_class_loss: 0.1814 - mrcnn_bbox_loss: 0.3265 - mrcnn_mask_loss: 0.3442 - val_loss: 2.2249 - val_rpn_class_loss: 0.0170 - val_rpn_bbox_loss: 0.7330 - val_mrcnn_class_loss: 0.3738 - val_mrcnn_bbox_loss: 0.5742 - val_mrcnn_mask_loss: 0.5269

Epoch 10/10

image_id 156

1/100 [..............................] - ETA: 7:25 - loss: 1.6394 - rpn_class_loss: 0.0126 - rpn_bbox_loss: 0.1115 - mrcnn_class_loss: 0.3404 - mrcnn_bbox_loss: 0.4357 - mrcnn_mask_loss: 0.7393image_id 579

2/100 [..............................] - ETA: 7:23 - loss: 1.2361 - rpn_class_loss: 0.0064 - rpn_bbox_loss: 0.2717 - mrcnn_class_loss: 0.2058 - mrcnn_bbox_loss: 0.2865 - mrcnn_mask_loss: 0.4657image_id 31

3/100 [..............................] - ETA: 7:28 - loss: 0.9785 - rpn_class_loss: 0.0063 - rpn_bbox_loss: 0.2185 - mrcnn_class_loss: 0.1525 - mrcnn_bbox_loss: 0.2375 - mrcnn_mask_loss: 0.3636image_id 391

4/100 [>.............................] - ETA: 7:23 - loss: 1.1105 - rpn_class_loss: 0.0132 - rpn_bbox_loss: 0.2511 - mrcnn_class_loss: 0.2225 - mrcnn_bbox_loss: 0.2631 - mrcnn_mask_loss: 0.3605image_id 38

5/100 [>.............................] - ETA: 7:19 - loss: 1.2872 - rpn_class_loss: 0.0208 - rpn_bbox_loss: 0.3035 - mrcnn_class_loss: 0.2359 - mrcnn_bbox_loss: 0.3425 - mrcnn_mask_loss: 0.3844image_id 139

6/100 [>.............................] - ETA: 7:14 - loss: 1.1244 - rpn_class_loss: 0.0180 - rpn_bbox_loss: 0.2613 - mrcnn_class_loss: 0.2015 - mrcnn_bbox_loss: 0.3043 - mrcnn_mask_loss: 0.3393image_id 103

7/100 [=>............................] - ETA: 7:09 - loss: 1.1495 - rpn_class_loss: 0.0190 - rpn_bbox_loss: 0.2605 - mrcnn_class_loss: 0.1972 - mrcnn_bbox_loss: 0.2853 - mrcnn_mask_loss: 0.3875image_id 672

8/100 [=>............................] - ETA: 7:06 - loss: 1.0946 - rpn_class_loss: 0.0172 - rpn_bbox_loss: 0.2490 - mrcnn_class_loss: 0.1887 - mrcnn_bbox_loss: 0.2784 - mrcnn_mask_loss: 0.3614image_id 752

9/100 [=>............................] - ETA: 7:02 - loss: 1.1239 - rpn_class_loss: 0.0179 - rpn_bbox_loss: 0.2497 - mrcnn_class_loss: 0.1782 - mrcnn_bbox_loss: 0.2927 - mrcnn_mask_loss: 0.3853image_id 458

10/100 [==>...........................] - ETA: 6:57 - loss: 1.0883 - rpn_class_loss: 0.0163 - rpn_bbox_loss: 0.2324 - mrcnn_class_loss: 0.1688 - mrcnn_bbox_loss: 0.2931 - mrcnn_mask_loss: 0.3777image_id 464

11/100 [==>...........................] - ETA: 6:52 - loss: 1.1744 - rpn_class_loss: 0.0162 - rpn_bbox_loss: 0.2457 - mrcnn_class_loss: 0.2104 - mrcnn_bbox_loss: 0.3187 - mrcnn_mask_loss: 0.3834image_id 779

12/100 [==>...........................] - ETA: 6:46 - loss: 1.1625 - rpn_class_loss: 0.0149 - rpn_bbox_loss: 0.2373 - mrcnn_class_loss: 0.2040 - mrcnn_bbox_loss: 0.3251 - mrcnn_mask_loss: 0.3811image_id 565

13/100 [==>...........................] - ETA: 6:41 - loss: 1.1553 - rpn_class_loss: 0.0149 - rpn_bbox_loss: 0.2492 - mrcnn_class_loss: 0.2048 - mrcnn_bbox_loss: 0.3125 - mrcnn_mask_loss: 0.3740image_id 348

14/100 [===>..........................] - ETA: 6:36 - loss: 1.1051 - rpn_class_loss: 0.0140 - rpn_bbox_loss: 0.2421 - mrcnn_class_loss: 0.1942 - mrcnn_bbox_loss: 0.2949 - mrcnn_mask_loss: 0.3599image_id 612

15/100 [===>..........................] - ETA: 6:31 - loss: 1.0895 - rpn_class_loss: 0.0134 - rpn_bbox_loss: 0.2283 - mrcnn_class_loss: 0.1928 - mrcnn_bbox_loss: 0.3011 - mrcnn_mask_loss: 0.3540image_id 306

16/100 [===>..........................] - ETA: 6:26 - loss: 1.1122 - rpn_class_loss: 0.0126 - rpn_bbox_loss: 0.2216 - mrcnn_class_loss: 0.2036 - mrcnn_bbox_loss: 0.3075 - mrcnn_mask_loss: 0.3668image_id 506

17/100 [====>.........................] - ETA: 6:22 - loss: 1.2653 - rpn_class_loss: 0.0129 - rpn_bbox_loss: 0.2339 - mrcnn_class_loss: 0.2091 - mrcnn_bbox_loss: 0.3518 - mrcnn_mask_loss: 0.4576image_id 393

18/100 [====>.........................] - ETA: 6:17 - loss: 1.2430 - rpn_class_loss: 0.0123 - rpn_bbox_loss: 0.2261 - mrcnn_class_loss: 0.2050 - mrcnn_bbox_loss: 0.3453 - mrcnn_mask_loss: 0.4543image_id 370

19/100 [====>.........................] - ETA: 6:13 - loss: 1.2185 - rpn_class_loss: 0.0121 - rpn_bbox_loss: 0.2283 - mrcnn_class_loss: 0.1960 - mrcnn_bbox_loss: 0.3424 - mrcnn_mask_loss: 0.4397image_id 148

20/100 [=====>........................] - ETA: 6:08 - loss: 1.2539 - rpn_class_loss: 0.0133 - rpn_bbox_loss: 0.2287 - mrcnn_class_loss: 0.2037 - mrcnn_bbox_loss: 0.3685 - mrcnn_mask_loss: 0.4396image_id 144

21/100 [=====>........................] - ETA: 6:03 - loss: 1.2392 - rpn_class_loss: 0.0132 - rpn_bbox_loss: 0.2623 - mrcnn_class_loss: 0.1940 - mrcnn_bbox_loss: 0.3510 - mrcnn_mask_loss: 0.4187image_id 451

22/100 [=====>........................] - ETA: 5:59 - loss: 1.2342 - rpn_class_loss: 0.0128 - rpn_bbox_loss: 0.2631 - mrcnn_class_loss: 0.1921 - mrcnn_bbox_loss: 0.3577 - mrcnn_mask_loss: 0.4084image_id 546

23/100 [=====>........................] - ETA: 5:54 - loss: 1.1998 - rpn_class_loss: 0.0125 - rpn_bbox_loss: 0.2562 - mrcnn_class_loss: 0.1886 - mrcnn_bbox_loss: 0.3477 - mrcnn_mask_loss: 0.3947image_id 542

24/100 [======>.......................] - ETA: 5:49 - loss: 1.2355 - rpn_class_loss: 0.0128 - rpn_bbox_loss: 0.2705 - mrcnn_class_loss: 0.1864 - mrcnn_bbox_loss: 0.3679 - mrcnn_mask_loss: 0.3979image_id 639

25/100 [======>.......................] - ETA: 5:45 - loss: 1.1982 - rpn_class_loss: 0.0124 - rpn_bbox_loss: 0.2606 - mrcnn_class_loss: 0.1810 - mrcnn_bbox_loss: 0.3583 - mrcnn_mask_loss: 0.3859image_id 207

26/100 [======>.......................] - ETA: 5:40 - loss: 1.1991 - rpn_class_loss: 0.0122 - rpn_bbox_loss: 0.2596 - mrcnn_class_loss: 0.1814 - mrcnn_bbox_loss: 0.3581 - mrcnn_mask_loss: 0.3878image_id 268

27/100 [=======>......................] - ETA: 5:35 - loss: 1.1910 - rpn_class_loss: 0.0118 - rpn_bbox_loss: 0.2530 - mrcnn_class_loss: 0.1837 - mrcnn_bbox_loss: 0.3546 - mrcnn_mask_loss: 0.3879image_id 163

28/100 [=======>......................] - ETA: 5:31 - loss: 1.1917 - rpn_class_loss: 0.0120 - rpn_bbox_loss: 0.2518 - mrcnn_class_loss: 0.1832 - mrcnn_bbox_loss: 0.3504 - mrcnn_mask_loss: 0.3943image_id 187

29/100 [=======>......................] - ETA: 5:26 - loss: 1.1920 - rpn_class_loss: 0.0122 - rpn_bbox_loss: 0.2537 - mrcnn_class_loss: 0.1865 - mrcnn_bbox_loss: 0.3430 - mrcnn_mask_loss: 0.3967image_id 799

30/100 [========>.....................] - ETA: 5:21 - loss: 1.2097 - rpn_class_loss: 0.0121 - rpn_bbox_loss: 0.2486 - mrcnn_class_loss: 0.1845 - mrcnn_bbox_loss: 0.3587 - mrcnn_mask_loss: 0.4059image_id 239

31/100 [========>.....................] - ETA: 5:17 - loss: 1.1917 - rpn_class_loss: 0.0118 - rpn_bbox_loss: 0.2451 - mrcnn_class_loss: 0.1824 - mrcnn_bbox_loss: 0.3499 - mrcnn_mask_loss: 0.4025image_id 715

32/100 [========>.....................] - ETA: 5:12 - loss: 1.1656 - rpn_class_loss: 0.0114 - rpn_bbox_loss: 0.2385 - mrcnn_class_loss: 0.1781 - mrcnn_bbox_loss: 0.3423 - mrcnn_mask_loss: 0.3954image_id 648

33/100 [========>.....................] - ETA: 5:07 - loss: 1.1951 - rpn_class_loss: 0.0130 - rpn_bbox_loss: 0.2421 - mrcnn_class_loss: 0.1891 - mrcnn_bbox_loss: 0.3545 - mrcnn_mask_loss: 0.3964image_id 337

34/100 [=========>....................] - ETA: 5:03 - loss: 1.1793 - rpn_class_loss: 0.0127 - rpn_bbox_loss: 0.2373 - mrcnn_class_loss: 0.1882 - mrcnn_bbox_loss: 0.3475 - mrcnn_mask_loss: 0.3935image_id 678

35/100 [=========>....................] - ETA: 4:58 - loss: 1.1816 - rpn_class_loss: 0.0126 - rpn_bbox_loss: 0.2341 - mrcnn_class_loss: 0.1879 - mrcnn_bbox_loss: 0.3514 - mrcnn_mask_loss: 0.3956image_id 583

36/100 [=========>....................] - ETA: 4:54 - loss: 1.1854 - rpn_class_loss: 0.0130 - rpn_bbox_loss: 0.2335 - mrcnn_class_loss: 0.1918 - mrcnn_bbox_loss: 0.3523 - mrcnn_mask_loss: 0.3948image_id 675

37/100 [==========>...................] - ETA: 4:49 - loss: 1.1875 - rpn_class_loss: 0.0128 - rpn_bbox_loss: 0.2346 - mrcnn_class_loss: 0.1885 - mrcnn_bbox_loss: 0.3462 - mrcnn_mask_loss: 0.4054image_id 659

38/100 [==========>...................] - ETA: 4:45 - loss: 1.1728 - rpn_class_loss: 0.0126 - rpn_bbox_loss: 0.2335 - mrcnn_class_loss: 0.1852 - mrcnn_bbox_loss: 0.3405 - mrcnn_mask_loss: 0.4010image_id 376

39/100 [==========>...................] - ETA: 4:40 - loss: 1.1656 - rpn_class_loss: 0.0125 - rpn_bbox_loss: 0.2304 - mrcnn_class_loss: 0.1839 - mrcnn_bbox_loss: 0.3397 - mrcnn_mask_loss: 0.3991image_id 314

40/100 [===========>..................] - ETA: 4:35 - loss: 1.1636 - rpn_class_loss: 0.0125 - rpn_bbox_loss: 0.2271 - mrcnn_class_loss: 0.1853 - mrcnn_bbox_loss: 0.3416 - mrcnn_mask_loss: 0.3971image_id 701

41/100 [===========>..................] - ETA: 4:31 - loss: 1.1484 - rpn_class_loss: 0.0123 - rpn_bbox_loss: 0.2258 - mrcnn_class_loss: 0.1818 - mrcnn_bbox_loss: 0.3366 - mrcnn_mask_loss: 0.3919image_id 680

42/100 [===========>..................] - ETA: 4:26 - loss: 1.1601 - rpn_class_loss: 0.0121 - rpn_bbox_loss: 0.2391 - mrcnn_class_loss: 0.1822 - mrcnn_bbox_loss: 0.3357 - mrcnn_mask_loss: 0.3910image_id 85

43/100 [===========>..................] - ETA: 4:21 - loss: 1.1579 - rpn_class_loss: 0.0119 - rpn_bbox_loss: 0.2426 - mrcnn_class_loss: 0.1800 - mrcnn_bbox_loss: 0.3312 - mrcnn_mask_loss: 0.3922image_id 132

44/100 [============>.................] - ETA: 4:17 - loss: 1.1550 - rpn_class_loss: 0.0119 - rpn_bbox_loss: 0.2389 - mrcnn_class_loss: 0.1796 - mrcnn_bbox_loss: 0.3349 - mrcnn_mask_loss: 0.3897image_id 73

45/100 [============>.................] - ETA: 4:12 - loss: 1.1623 - rpn_class_loss: 0.0119 - rpn_bbox_loss: 0.2393 - mrcnn_class_loss: 0.1804 - mrcnn_bbox_loss: 0.3402 - mrcnn_mask_loss: 0.3904image_id 173

46/100 [============>.................] - ETA: 4:08 - loss: 1.1621 - rpn_class_loss: 0.0118 - rpn_bbox_loss: 0.2385 - mrcnn_class_loss: 0.1830 - mrcnn_bbox_loss: 0.3428 - mrcnn_mask_loss: 0.3860image_id 126

47/100 [=============>................] - ETA: 4:03 - loss: 1.1706 - rpn_class_loss: 0.0119 - rpn_bbox_loss: 0.2397 - mrcnn_class_loss: 0.1848 - mrcnn_bbox_loss: 0.3454 - mrcnn_mask_loss: 0.3888image_id 141

48/100 [=============>................] - ETA: 3:59 - loss: 1.1786 - rpn_class_loss: 0.0120 - rpn_bbox_loss: 0.2405 - mrcnn_class_loss: 0.1860 - mrcnn_bbox_loss: 0.3501 - mrcnn_mask_loss: 0.3899image_id 235

49/100 [=============>................] - ETA: 3:54 - loss: 1.1935 - rpn_class_loss: 0.0119 - rpn_bbox_loss: 0.2452 - mrcnn_class_loss: 0.1869 - mrcnn_bbox_loss: 0.3551 - mrcnn_mask_loss: 0.3944image_id 39

50/100 [==============>...............] - ETA: 3:49 - loss: 1.1815 - rpn_class_loss: 0.0119 - rpn_bbox_loss: 0.2425 - mrcnn_class_loss: 0.1856 - mrcnn_bbox_loss: 0.3508 - mrcnn_mask_loss: 0.3907image_id 729

51/100 [==============>...............] - ETA: 3:45 - loss: 1.1738 - rpn_class_loss: 0.0117 - rpn_bbox_loss: 0.2402 - mrcnn_class_loss: 0.1853 - mrcnn_bbox_loss: 0.3469 - mrcnn_mask_loss: 0.3897image_id 635

52/100 [==============>...............] - ETA: 3:40 - loss: 1.1632 - rpn_class_loss: 0.0116 - rpn_bbox_loss: 0.2381 - mrcnn_class_loss: 0.1822 - mrcnn_bbox_loss: 0.3437 - mrcnn_mask_loss: 0.3876image_id 788

53/100 [==============>...............] - ETA: 3:36 - loss: 1.1653 - rpn_class_loss: 0.0114 - rpn_bbox_loss: 0.2362 - mrcnn_class_loss: 0.1806 - mrcnn_bbox_loss: 0.3465 - mrcnn_mask_loss: 0.3907image_id 699

54/100 [===============>..............] - ETA: 3:31 - loss: 1.1707 - rpn_class_loss: 0.0115 - rpn_bbox_loss: 0.2402 - mrcnn_class_loss: 0.1804 - mrcnn_bbox_loss: 0.3459 - mrcnn_mask_loss: 0.3927image_id 48

55/100 [===============>..............] - ETA: 3:26 - loss: 1.1650 - rpn_class_loss: 0.0116 - rpn_bbox_loss: 0.2372 - mrcnn_class_loss: 0.1800 - mrcnn_bbox_loss: 0.3445 - mrcnn_mask_loss: 0.3917image_id 429

56/100 [===============>..............] - ETA: 3:22 - loss: 1.1554 - rpn_class_loss: 0.0114 - rpn_bbox_loss: 0.2350 - mrcnn_class_loss: 0.1805 - mrcnn_bbox_loss: 0.3411 - mrcnn_mask_loss: 0.3875image_id 349

57/100 [================>.............] - ETA: 3:17 - loss: 1.1642 - rpn_class_loss: 0.0115 - rpn_bbox_loss: 0.2399 - mrcnn_class_loss: 0.1825 - mrcnn_bbox_loss: 0.3447 - mrcnn_mask_loss: 0.3855image_id 262

58/100 [================>.............] - ETA: 3:13 - loss: 1.1588 - rpn_class_loss: 0.0115 - rpn_bbox_loss: 0.2382 - mrcnn_class_loss: 0.1824 - mrcnn_bbox_loss: 0.3433 - mrcnn_mask_loss: 0.3833image_id 42

59/100 [================>.............] - ETA: 3:08 - loss: 1.1439 - rpn_class_loss: 0.0113 - rpn_bbox_loss: 0.2351 - mrcnn_class_loss: 0.1801 - mrcnn_bbox_loss: 0.3384 - mrcnn_mask_loss: 0.3790image_id 740

60/100 [=================>............] - ETA: 3:03 - loss: 1.1537 - rpn_class_loss: 0.0113 - rpn_bbox_loss: 0.2549 - mrcnn_class_loss: 0.1776 - mrcnn_bbox_loss: 0.3354 - mrcnn_mask_loss: 0.3744image_id 420

61/100 [=================>............] - ETA: 2:59 - loss: 1.1667 - rpn_class_loss: 0.0114 - rpn_bbox_loss: 0.2588 - mrcnn_class_loss: 0.1800 - mrcnn_bbox_loss: 0.3382 - mrcnn_mask_loss: 0.3783image_id 533

62/100 [=================>............] - ETA: 2:54 - loss: 1.1937 - rpn_class_loss: 0.0123 - rpn_bbox_loss: 0.2877 - mrcnn_class_loss: 0.1780 - mrcnn_bbox_loss: 0.3364 - mrcnn_mask_loss: 0.3793image_id 377

63/100 [=================>............] - ETA: 2:50 - loss: 1.1899 - rpn_class_loss: 0.0124 - rpn_bbox_loss: 0.2865 - mrcnn_class_loss: 0.1776 - mrcnn_bbox_loss: 0.3341 - mrcnn_mask_loss: 0.3794image_id 102

64/100 [==================>...........] - ETA: 2:45 - loss: 1.1832 - rpn_class_loss: 0.0122 - rpn_bbox_loss: 0.2836 - mrcnn_class_loss: 0.1773 - mrcnn_bbox_loss: 0.3328 - mrcnn_mask_loss: 0.3773image_id 216

65/100 [==================>...........] - ETA: 2:40 - loss: 1.1748 - rpn_class_loss: 0.0121 - rpn_bbox_loss: 0.2808 - mrcnn_class_loss: 0.1766 - mrcnn_bbox_loss: 0.3307 - mrcnn_mask_loss: 0.3746image_id 627

66/100 [==================>...........] - ETA: 2:36 - loss: 1.1812 - rpn_class_loss: 0.0121 - rpn_bbox_loss: 0.2809 - mrcnn_class_loss: 0.1751 - mrcnn_bbox_loss: 0.3331 - mrcnn_mask_loss: 0.3799image_id 543

67/100 [===================>..........] - ETA: 2:31 - loss: 1.1823 - rpn_class_loss: 0.0123 - rpn_bbox_loss: 0.2786 - mrcnn_class_loss: 0.1770 - mrcnn_bbox_loss: 0.3336 - mrcnn_mask_loss: 0.3807image_id 27

68/100 [===================>..........] - ETA: 2:27 - loss: 1.1781 - rpn_class_loss: 0.0122 - rpn_bbox_loss: 0.2783 - mrcnn_class_loss: 0.1755 - mrcnn_bbox_loss: 0.3343 - mrcnn_mask_loss: 0.3778image_id 150

69/100 [===================>..........] - ETA: 2:22 - loss: 1.1973 - rpn_class_loss: 0.0122 - rpn_bbox_loss: 0.2802 - mrcnn_class_loss: 0.1789 - mrcnn_bbox_loss: 0.3461 - mrcnn_mask_loss: 0.3799image_id 59

70/100 [====================>.........] - ETA: 2:17 - loss: 1.1957 - rpn_class_loss: 0.0124 - rpn_bbox_loss: 0.2781 - mrcnn_class_loss: 0.1776 - mrcnn_bbox_loss: 0.3430 - mrcnn_mask_loss: 0.3846image_id 636

71/100 [====================>.........] - ETA: 2:13 - loss: 1.2089 - rpn_class_loss: 0.0124 - rpn_bbox_loss: 0.2866 - mrcnn_class_loss: 0.1787 - mrcnn_bbox_loss: 0.3455 - mrcnn_mask_loss: 0.3857image_id 418

72/100 [====================>.........] - ETA: 2:08 - loss: 1.2020 - rpn_class_loss: 0.0122 - rpn_bbox_loss: 0.2841 - mrcnn_class_loss: 0.1775 - mrcnn_bbox_loss: 0.3447 - mrcnn_mask_loss: 0.3835image_id 631

73/100 [====================>.........] - ETA: 2:04 - loss: 1.1884 - rpn_class_loss: 0.0120 - rpn_bbox_loss: 0.2803 - mrcnn_class_loss: 0.1759 - mrcnn_bbox_loss: 0.3404 - mrcnn_mask_loss: 0.3797image_id 655

74/100 [=====================>........] - ETA: 1:59 - loss: 1.1873 - rpn_class_loss: 0.0119 - rpn_bbox_loss: 0.2816 - mrcnn_class_loss: 0.1758 - mrcnn_bbox_loss: 0.3402 - mrcnn_mask_loss: 0.3779image_id 669

75/100 [=====================>........] - ETA: 1:54 - loss: 1.1873 - rpn_class_loss: 0.0118 - rpn_bbox_loss: 0.2834 - mrcnn_class_loss: 0.1738 - mrcnn_bbox_loss: 0.3420 - mrcnn_mask_loss: 0.3763image_id 424

76/100 [=====================>........] - ETA: 1:50 - loss: 1.1884 - rpn_class_loss: 0.0118 - rpn_bbox_loss: 0.2843 - mrcnn_class_loss: 0.1746 - mrcnn_bbox_loss: 0.3419 - mrcnn_mask_loss: 0.3758image_id 140

77/100 [======================>.......] - ETA: 1:45 - loss: 1.1855 - rpn_class_loss: 0.0118 - rpn_bbox_loss: 0.2841 - mrcnn_class_loss: 0.1765 - mrcnn_bbox_loss: 0.3393 - mrcnn_mask_loss: 0.3739image_id 184

78/100 [======================>.......] - ETA: 1:41 - loss: 1.1817 - rpn_class_loss: 0.0118 - rpn_bbox_loss: 0.2820 - mrcnn_class_loss: 0.1751 - mrcnn_bbox_loss: 0.3381 - mrcnn_mask_loss: 0.3747image_id 259

79/100 [======================>.......] - ETA: 1:36 - loss: 1.1960 - rpn_class_loss: 0.0122 - rpn_bbox_loss: 0.2848 - mrcnn_class_loss: 0.1813 - mrcnn_bbox_loss: 0.3432 - mrcnn_mask_loss: 0.3745image_id 651

80/100 [=======================>......] - ETA: 1:31 - loss: 1.1843 - rpn_class_loss: 0.0120 - rpn_bbox_loss: 0.2819 - mrcnn_class_loss: 0.1794 - mrcnn_bbox_loss: 0.3394 - mrcnn_mask_loss: 0.3716image_id 23

81/100 [=======================>......] - ETA: 1:27 - loss: 1.1885 - rpn_class_loss: 0.0123 - rpn_bbox_loss: 0.2833 - mrcnn_class_loss: 0.1809 - mrcnn_bbox_loss: 0.3411 - mrcnn_mask_loss: 0.3709image_id 493

82/100 [=======================>......] - ETA: 1:22 - loss: 1.1824 - rpn_class_loss: 0.0121 - rpn_bbox_loss: 0.2851 - mrcnn_class_loss: 0.1791 - mrcnn_bbox_loss: 0.3385 - mrcnn_mask_loss: 0.3676image_id 78

83/100 [=======================>......] - ETA: 1:18 - loss: 1.1749 - rpn_class_loss: 0.0120 - rpn_bbox_loss: 0.2860 - mrcnn_class_loss: 0.1774 - mrcnn_bbox_loss: 0.3353 - mrcnn_mask_loss: 0.3643image_id 547

84/100 [========================>.....] - ETA: 1:13 - loss: 1.1818 - rpn_class_loss: 0.0119 - rpn_bbox_loss: 0.2919 - mrcnn_class_loss: 0.1786 - mrcnn_bbox_loss: 0.3362 - mrcnn_mask_loss: 0.3633image_id 76

85/100 [========================>.....] - ETA: 1:08 - loss: 1.1736 - rpn_class_loss: 0.0119 - rpn_bbox_loss: 0.2890 - mrcnn_class_loss: 0.1784 - mrcnn_bbox_loss: 0.3340 - mrcnn_mask_loss: 0.3603image_id 476

86/100 [========================>.....] - ETA: 1:04 - loss: 1.1664 - rpn_class_loss: 0.0118 - rpn_bbox_loss: 0.2884 - mrcnn_class_loss: 0.1766 - mrcnn_bbox_loss: 0.3320 - mrcnn_mask_loss: 0.3576image_id 221

87/100 [=========================>....] - ETA: 59s - loss: 1.1664 - rpn_class_loss: 0.0119 - rpn_bbox_loss: 0.2872 - mrcnn_class_loss: 0.1768 - mrcnn_bbox_loss: 0.3321 - mrcnn_mask_loss: 0.3584 image_id 125

88/100 [=========================>....] - ETA: 55s - loss: 1.1649 - rpn_class_loss: 0.0120 - rpn_bbox_loss: 0.2851 - mrcnn_class_loss: 0.1769 - mrcnn_bbox_loss: 0.3319 - mrcnn_mask_loss: 0.3589image_id 230

89/100 [=========================>....] - ETA: 50s - loss: 1.1682 - rpn_class_loss: 0.0120 - rpn_bbox_loss: 0.2824 - mrcnn_class_loss: 0.1777 - mrcnn_bbox_loss: 0.3359 - mrcnn_mask_loss: 0.3602image_id 321

90/100 [==========================>...] - ETA: 45s - loss: 1.1739 - rpn_class_loss: 0.0121 - rpn_bbox_loss: 0.2926 - mrcnn_class_loss: 0.1766 - mrcnn_bbox_loss: 0.3341 - mrcnn_mask_loss: 0.3584image_id 587

91/100 [==========================>...] - ETA: 41s - loss: 1.1722 - rpn_class_loss: 0.0120 - rpn_bbox_loss: 0.2911 - mrcnn_class_loss: 0.1775 - mrcnn_bbox_loss: 0.3347 - mrcnn_mask_loss: 0.3569image_id 162

92/100 [==========================>...] - ETA: 36s - loss: 1.1773 - rpn_class_loss: 0.0123 - rpn_bbox_loss: 0.2907 - mrcnn_class_loss: 0.1807 - mrcnn_bbox_loss: 0.3333 - mrcnn_mask_loss: 0.3603image_id 457

93/100 [==========================>...] - ETA: 32s - loss: 1.1857 - rpn_class_loss: 0.0124 - rpn_bbox_loss: 0.2948 - mrcnn_class_loss: 0.1809 - mrcnn_bbox_loss: 0.3360 - mrcnn_mask_loss: 0.3616image_id 732

94/100 [===========================>..] - ETA: 27s - loss: 1.1782 - rpn_class_loss: 0.0123 - rpn_bbox_loss: 0.2940 - mrcnn_class_loss: 0.1792 - mrcnn_bbox_loss: 0.3333 - mrcnn_mask_loss: 0.3594image_id 149

95/100 [===========================>..] - ETA: 22s - loss: 1.1744 - rpn_class_loss: 0.0130 - rpn_bbox_loss: 0.2939 - mrcnn_class_loss: 0.1794 - mrcnn_bbox_loss: 0.3314 - mrcnn_mask_loss: 0.3567image_id 339

96/100 [===========================>..] - ETA: 18s - loss: 1.1678 - rpn_class_loss: 0.0130 - rpn_bbox_loss: 0.2912 - mrcnn_class_loss: 0.1784 - mrcnn_bbox_loss: 0.3302 - mrcnn_mask_loss: 0.3550image_id 188

97/100 [============================>.] - ETA: 13s - loss: 1.1606 - rpn_class_loss: 0.0129 - rpn_bbox_loss: 0.2889 - mrcnn_class_loss: 0.1769 - mrcnn_bbox_loss: 0.3284 - mrcnn_mask_loss: 0.3536image_id 130

98/100 [============================>.] - ETA: 9s - loss: 1.1618 - rpn_class_loss: 0.0130 - rpn_bbox_loss: 0.2890 - mrcnn_class_loss: 0.1778 - mrcnn_bbox_loss: 0.3295 - mrcnn_mask_loss: 0.3526 image_id 332

99/100 [============================>.] - ETA: 4s - loss: 1.1561 - rpn_class_loss: 0.0129 - rpn_bbox_loss: 0.2881 - mrcnn_class_loss: 0.1765 - mrcnn_bbox_loss: 0.3270 - mrcnn_mask_loss: 0.3516image_id 365

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100/100 [==============================] - 472s 5s/step - loss: 1.1518 - rpn_class_loss: 0.0129 - rpn_bbox_loss: 0.2857 - mrcnn_class_loss: 0.1764 - mrcnn_bbox_loss: 0.3265 - mrcnn_mask_loss: 0.3503 - val_loss: 0.9026 - val_rpn_class_loss: 0.0079 - val_rpn_bbox_loss: 0.1725 - val_mrcnn_class_loss: 0.0604 - val_mrcnn_bbox_loss: 0.2622 - val_mrcnn_mask_loss: 0.3997