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ModelZoo
ResNet50_tensorflow
Commits
e350c59c
Commit
e350c59c
authored
Aug 19, 2020
by
Kaushik Shivakumar
Browse files
fix num classes
parent
de3a34b1
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research/object_detection/detr-gpu-pets.config
research/object_detection/detr-gpu-pets.config
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research/object_detection/detr-gpu-pets.config
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e350c59c
# Faster R-CNN with Resnet-50 (v1) with 640x640 input resolution
# Trained on COCO, initialized from Imagenet classification checkpoint
# This config is TPU compatible.
model
{
detr
{
num_classes
:
37
image_resizer
{
keep_aspect_ratio_resizer
{
min_dimension
:
450
#640
max_dimension
:
450
#640
pad_to_max_dimension
:
true
}
}
feature_extractor
{
type
:
'detr_resnet50_keras'
batch_norm_trainable
:
true
}
post_processing
{
score_converter
:
SOFTMAX
}
giou_localization_loss_weight
:
1
.
0
l1_localization_loss_weight
:
1
.
0
classification_loss_weight
:
1
.
0
use_matmul_gather_in_matcher
:
true
}
}
train_config
: {
batch_size
:
64
sync_replicas
:
true
startup_delay_steps
:
0
replicas_to_aggregate
:
8
num_steps
:
25000
optimizer
{
adam_optimizer
{
learning_rate
{
manual_step_learning_rate
{
initial_learning_rate
:
0
.
0000
schedule
{
step
:
2000
learning_rate
:
0
.
0001
}
schedule
{
step
:
35000
learning_rate
:
0
.
0001
}
schedule
{
step
:
40000
learning_rate
:
0
.
00025
}
warmup
:
true
}
}
}
use_moving_average
:
false
}
#optimizer {
# momentum_optimizer: {
# learning_rate: {
# manual_step_learning_rate {
# initial_learning_rate: 0.0002
# schedule {
# step: 2000
# learning_rate: 0.0002
# }
# schedule {
# step: 35000
# learning_rate: 0.003
# }
# schedule {
# step: 40000
# learning_rate: 0.00025
# }
# warmup: true
# }
# }
# momentum_optimizer_value: 0.9
# }
# use_moving_average: false
#}
fine_tune_checkpoint_version
:
V2
fine_tune_checkpoint
:
"gs://object-detection-dogfood/ava-kaushik/pretrained_checkpoint/resnet50/resnet50.ckpt-1"
#"gs://object-detection-dogfood/ava-kaushik/tpu-training2/ckpt-26"
fine_tune_checkpoint_type
:
"classification"
data_augmentation_options
{
random_horizontal_flip
{
}
}
max_number_of_boxes
:
10
unpad_groundtruth_tensors
:
false
use_bfloat16
:
true
# works only on TPUs
}
train_input_reader
: {
tf_record_input_reader
{
input_path
:
"gs://object-detection-dogfood/ava-kaushik/pets_records/pet_faces_train*"
}
label_map_path
:
"gs://object-detection-dogfood/ava-kaushik/pet_label_map.pbtxt"
shuffle
:
false
}
eval_config
: {
metrics_set
:
"coco_detection_metrics"
use_moving_averages
:
false
batch_size
:
1
;
max_num_boxes_to_visualize
:
100
}
eval_input_reader
: {
label_map_path
:
"gs://object-detection-dogfood/ava-kaushik/pet_label_map.pbtxt"
shuffle
:
false
num_epochs
:
1
tf_record_input_reader
{
input_path
:
"gs://object-detection-dogfood/ava-kaushik/pets_records/pet_faces_val*"
}
}
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