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
image_id 2
image_id 0
image_id 4
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