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ModelZoo
ResNet50_tensorflow
Commits
14c7d609
Commit
14c7d609
authored
Jun 06, 2021
by
Hongkun Yu
Committed by
A. Unique TensorFlower
Jun 06, 2021
Browse files
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PiperOrigin-RevId: 377801393
parent
a00ec414
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official/vision/beta/configs/experiments/image_classification/imagenet_resnetrs50_i160.yaml
...iments/image_classification/imagenet_resnetrs50_i160.yaml
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official/vision/beta/configs/experiments/maskrcnn/coco_spinenet143_cascadercnn_tpu.yaml
...xperiments/maskrcnn/coco_spinenet143_cascadercnn_tpu.yaml
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official/vision/beta/configs/experiments/maskrcnn/coco_spinenet143_mrcnn_tpu.yaml
...figs/experiments/maskrcnn/coco_spinenet143_mrcnn_tpu.yaml
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official/vision/beta/configs/experiments/maskrcnn/coco_spinenet49_cascadercnn_tpu.yaml
...experiments/maskrcnn/coco_spinenet49_cascadercnn_tpu.yaml
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official/vision/beta/configs/experiments/maskrcnn/coco_spinenet49_mrcnn_tpu.yaml
...nfigs/experiments/maskrcnn/coco_spinenet49_mrcnn_tpu.yaml
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official/vision/beta/configs/experiments/maskrcnn/coco_spinenet96_casrcnn_tpu.yaml
...igs/experiments/maskrcnn/coco_spinenet96_casrcnn_tpu.yaml
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official/vision/beta/configs/experiments/maskrcnn/coco_spinenet96_mrcnn_tpu.yaml
...nfigs/experiments/maskrcnn/coco_spinenet96_mrcnn_tpu.yaml
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official/vision/beta/configs/experiments/maskrcnn/r50fpn_640_coco_scratch_tpu4x4.yaml
.../experiments/maskrcnn/r50fpn_640_coco_scratch_tpu4x4.yaml
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official/vision/beta/configs/experiments/retinanet/coco_spinenet143_tpu.yaml
...a/configs/experiments/retinanet/coco_spinenet143_tpu.yaml
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official/vision/beta/configs/experiments/retinanet/coco_spinenet190_tpu.yaml
...a/configs/experiments/retinanet/coco_spinenet190_tpu.yaml
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official/vision/beta/configs/experiments/retinanet/coco_spinenet49_mobile_tpu.yaml
...igs/experiments/retinanet/coco_spinenet49_mobile_tpu.yaml
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official/vision/beta/configs/experiments/retinanet/coco_spinenet49_tpu.yaml
...ta/configs/experiments/retinanet/coco_spinenet49_tpu.yaml
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official/vision/beta/configs/experiments/retinanet/coco_spinenet49s_mobile_tpu.yaml
...gs/experiments/retinanet/coco_spinenet49s_mobile_tpu.yaml
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official/vision/beta/configs/experiments/retinanet/coco_spinenet49xs_mobile_tpu.yaml
...s/experiments/retinanet/coco_spinenet49xs_mobile_tpu.yaml
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official/vision/beta/configs/experiments/retinanet/coco_spinenet96_tpu.yaml
...ta/configs/experiments/retinanet/coco_spinenet96_tpu.yaml
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official/vision/beta/configs/experiments/retinanet/resnet50fpn_coco_tfds_tpu.yaml
...figs/experiments/retinanet/resnet50fpn_coco_tfds_tpu.yaml
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official/vision/beta/configs/experiments/retinanet/resnet50fpn_coco_tpu4x4_benchmark.yaml
...eriments/retinanet/resnet50fpn_coco_tpu4x4_benchmark.yaml
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official/vision/beta/configs/experiments/semantic_segmentation/deeplabv3plus_resnet101_cityscapes_tfds_tpu.yaml
...entation/deeplabv3plus_resnet101_cityscapes_tfds_tpu.yaml
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official/vision/beta/configs/experiments/video_classification/k400_3d-resnet50_tpu.yaml
...xperiments/video_classification/k400_3d-resnet50_tpu.yaml
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official/vision/beta/configs/experiments/video_classification/k400_resnet3drs_50_tpu.yaml
...eriments/video_classification/k400_resnet3drs_50_tpu.yaml
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official/vision/beta/configs/experiments/image_classification/imagenet_resnetrs50_i160.yaml
View file @
14c7d609
# Copyright 2021 The TensorFlow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# ResNet-RS-50 ImageNet classification. 79.1% top-1 accuracy.
runtime
:
distribution_strategy
:
'
tpu'
...
...
official/vision/beta/configs/experiments/maskrcnn/coco_spinenet143_cascadercnn_tpu.yaml
View file @
14c7d609
# Copyright 2021 The TensorFlow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# --experiment_type=cascadercnn_spinenet_coco
# Expect to reach: box mAP: 51.9%, mask mAP: 45.0% on COCO
runtime
:
...
...
official/vision/beta/configs/experiments/maskrcnn/coco_spinenet143_mrcnn_tpu.yaml
View file @
14c7d609
# Copyright 2021 The TensorFlow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# Expect to reach: box mAP: 49.3%, mask mAP: 43.4% on COCO
runtime
:
distribution_strategy
:
'
tpu'
...
...
official/vision/beta/configs/experiments/maskrcnn/coco_spinenet49_cascadercnn_tpu.yaml
View file @
14c7d609
# Copyright 2021 The TensorFlow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# --experiment_type=cascadercnn_spinenet_coco
# Expect to reach: box mAP: 46.4%, mask mAP: 40.0% on COCO
runtime
:
...
...
official/vision/beta/configs/experiments/maskrcnn/coco_spinenet49_mrcnn_tpu.yaml
View file @
14c7d609
# Copyright 2021 The TensorFlow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# Expect to reach: box mAP: 43.2%, mask mAP: 38.3% on COCO
runtime
:
distribution_strategy
:
'
tpu'
...
...
official/vision/beta/configs/experiments/maskrcnn/coco_spinenet96_casrcnn_tpu.yaml
View file @
14c7d609
# Copyright 2021 The TensorFlow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
runtime
:
distribution_strategy
:
'
tpu'
mixed_precision_dtype
:
'
bfloat16'
...
...
official/vision/beta/configs/experiments/maskrcnn/coco_spinenet96_mrcnn_tpu.yaml
View file @
14c7d609
# Copyright 2021 The TensorFlow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# Expect to reach: box mAP: 48.1%, mask mAP: 42.4% on COCO
runtime
:
distribution_strategy
:
'
tpu'
...
...
official/vision/beta/configs/experiments/maskrcnn/r50fpn_640_coco_scratch_tpu4x4.yaml
View file @
14c7d609
# Copyright 2021 The TensorFlow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# Expect to reach: box mAP: 42.3%, mask mAP: 37.6% on COCO
task
:
init_checkpoint
:
null
...
...
official/vision/beta/configs/experiments/retinanet/coco_spinenet143_tpu.yaml
View file @
14c7d609
# Copyright 2021 The TensorFlow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# SpineNet-143 COCO detection with protocal C config. Expecting 50.0% AP.
runtime
:
distribution_strategy
:
'
tpu'
...
...
official/vision/beta/configs/experiments/retinanet/coco_spinenet190_tpu.yaml
View file @
14c7d609
# Copyright 2021 The TensorFlow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
runtime
:
distribution_strategy
:
'
tpu'
mixed_precision_dtype
:
'
bfloat16'
...
...
official/vision/beta/configs/experiments/retinanet/coco_spinenet49_mobile_tpu.yaml
View file @
14c7d609
# Copyright 2021 The TensorFlow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# --experiment_type=retinanet_spinenet_mobile_coco
runtime
:
distribution_strategy
:
'
tpu'
...
...
official/vision/beta/configs/experiments/retinanet/coco_spinenet49_tpu.yaml
View file @
14c7d609
# Copyright 2021 The TensorFlow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# SpineNet-49 COCO detection with protocal C config. Expecting 44.2% AP.
runtime
:
distribution_strategy
:
'
tpu'
...
...
official/vision/beta/configs/experiments/retinanet/coco_spinenet49s_mobile_tpu.yaml
View file @
14c7d609
# Copyright 2021 The TensorFlow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# --experiment_type=retinanet_spinenet_mobile_coco
runtime
:
distribution_strategy
:
'
tpu'
...
...
official/vision/beta/configs/experiments/retinanet/coco_spinenet49xs_mobile_tpu.yaml
View file @
14c7d609
# Copyright 2021 The TensorFlow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# --experiment_type=retinanet_spinenet_mobile_coco
runtime
:
distribution_strategy
:
'
tpu'
...
...
official/vision/beta/configs/experiments/retinanet/coco_spinenet96_tpu.yaml
View file @
14c7d609
# Copyright 2021 The TensorFlow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# SpineNet-96 COCO detection with protocol C config. Expecting 48.5% AP.
runtime
:
distribution_strategy
:
'
tpu'
...
...
official/vision/beta/configs/experiments/retinanet/resnet50fpn_coco_tfds_tpu.yaml
View file @
14c7d609
# Copyright 2021 The TensorFlow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
runtime
:
distribution_strategy
:
'
tpu'
mixed_precision_dtype
:
'
bfloat16'
...
...
official/vision/beta/configs/experiments/retinanet/resnet50fpn_coco_tpu4x4_benchmark.yaml
View file @
14c7d609
# Copyright 2021 The TensorFlow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# Benchmarks runs on same instnace, change eval batch size to fit on 4x4 tpu
task
:
validation_data
:
...
...
official/vision/beta/configs/experiments/semantic_segmentation/deeplabv3plus_resnet101_cityscapes_tfds_tpu.yaml
View file @
14c7d609
# Copyright 2021 The TensorFlow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# Use your own cityscapes preprocessed dataset. 79% meanIoU.
runtime
:
distribution_strategy
:
'
tpu'
...
...
official/vision/beta/configs/experiments/video_classification/k400_3d-resnet50_tpu.yaml
View file @
14c7d609
# Copyright 2021 The TensorFlow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# 3D ResNet-50 video classification on Kinetics-400.
#
# --experiment_type=video_classification_kinetics400
...
...
official/vision/beta/configs/experiments/video_classification/k400_resnet3drs_50_tpu.yaml
View file @
14c7d609
# Copyright 2021 The TensorFlow Authors. All Rights Reserved.
#
# Licensed under the Apache License, Version 2.0 (the "License");
# you may not use this file except in compliance with the License.
# You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing, software
# distributed under the License is distributed on an "AS IS" BASIS,
# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
# See the License for the specific language governing permissions and
# limitations under the License.
# 3D ResNet-RS-50 video classification on Kinetics-400.
#
# --experiment_type=video_classification_kinetics400
...
...
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