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ModelZoo
ResNet50_tensorflow
Commits
1fa648a7
Commit
1fa648a7
authored
Jun 06, 2021
by
Hongkun Yu
Committed by
A. Unique TensorFlower
Jun 06, 2021
Browse files
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PiperOrigin-RevId: 377803367
parent
ed7d404f
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official/vision/beta/configs/experiments/image_classification/imagenet_resnet152_tpu.yaml
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official/vision/beta/configs/experiments/image_classification/imagenet_resnet50_deeplab_tpu.yaml
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official/vision/beta/configs/experiments/image_classification/imagenet_resnet50_gpu.yaml
...periments/image_classification/imagenet_resnet50_gpu.yaml
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official/vision/beta/configs/experiments/image_classification/imagenet_resnet50_tfds_tpu.yaml
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official/vision/beta/configs/experiments/image_classification/imagenet_resnet50_tpu.yaml
...periments/image_classification/imagenet_resnet50_tpu.yaml
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official/vision/beta/configs/experiments/image_classification/imagenet_resnetrs101_i160.yaml
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official/vision/beta/configs/experiments/image_classification/imagenet_resnetrs101_i192.yaml
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official/vision/beta/configs/experiments/image_classification/imagenet_resnetrs152_i192.yaml
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official/vision/beta/configs/experiments/image_classification/imagenet_resnetrs152_i224.yaml
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official/vision/beta/configs/experiments/image_classification/imagenet_resnetrs152_i256.yaml
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official/vision/beta/configs/experiments/image_classification/imagenet_resnetrs200_i256.yaml
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official/vision/beta/configs/experiments/image_classification/imagenet_resnetrs270_i256.yaml
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official/vision/beta/configs/experiments/image_classification/imagenet_resnetrs350_i256.yaml
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official/vision/beta/configs/experiments/image_classification/imagenet_resnetrs350_i320.yaml
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official/vision/beta/configs/experiments/image_classification/imagenet_resnetrs420_i320.yaml
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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
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official/vision/beta/configs/experiments/maskrcnn/coco_spinenet49_cascadercnn_tpu.yaml
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official/vision/beta/configs/experiments/maskrcnn/coco_spinenet49_mrcnn_tpu.yaml
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official/vision/beta/configs/experiments/image_classification/imagenet_resnet152_tpu.yaml
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1fa648a7
# 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-152 ImageNet classification. 79.4% top-1 and 94.7% top-5 accuracy.
runtime
:
distribution_strategy
:
'
tpu'
...
...
official/vision/beta/configs/experiments/image_classification/imagenet_resnet50_deeplab_tpu.yaml
View file @
1fa648a7
# 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/image_classification/imagenet_resnet50_gpu.yaml
View file @
1fa648a7
# 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
:
'
mirrored'
mixed_precision_dtype
:
'
float16'
...
...
official/vision/beta/configs/experiments/image_classification/imagenet_resnet50_tfds_tpu.yaml
View file @
1fa648a7
# 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-50 ImageNet classification. 78.1% top-1 and 93.9% top-5 accuracy.
runtime
:
distribution_strategy
:
'
tpu'
...
...
official/vision/beta/configs/experiments/image_classification/imagenet_resnet50_tpu.yaml
View file @
1fa648a7
# 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-50 ImageNet classification. 78.1% top-1 and 93.9% top-5 accuracy.
runtime
:
distribution_strategy
:
'
tpu'
...
...
official/vision/beta/configs/experiments/image_classification/imagenet_resnetrs101_i160.yaml
View file @
1fa648a7
# 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-101 ImageNet classification. 80.2% top-1 accuracy.
runtime
:
distribution_strategy
:
'
tpu'
...
...
official/vision/beta/configs/experiments/image_classification/imagenet_resnetrs101_i192.yaml
View file @
1fa648a7
# 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-101 ImageNet classification. 81.3% top-1 accuracy.
runtime
:
distribution_strategy
:
'
tpu'
...
...
official/vision/beta/configs/experiments/image_classification/imagenet_resnetrs152_i192.yaml
View file @
1fa648a7
# 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-152 ImageNet classification. 81.9% top-1 accuracy.
runtime
:
distribution_strategy
:
'
tpu'
...
...
official/vision/beta/configs/experiments/image_classification/imagenet_resnetrs152_i224.yaml
View file @
1fa648a7
# 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-152 ImageNet classification. 82.5% top-1 accuracy.
runtime
:
distribution_strategy
:
'
tpu'
...
...
official/vision/beta/configs/experiments/image_classification/imagenet_resnetrs152_i256.yaml
View file @
1fa648a7
# 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-152 ImageNet classification. 83.1% top-1 accuracy.
runtime
:
distribution_strategy
:
'
tpu'
...
...
official/vision/beta/configs/experiments/image_classification/imagenet_resnetrs200_i256.yaml
View file @
1fa648a7
# 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-200 ImageNet classification. 83.5% top-1 accuracy.
runtime
:
distribution_strategy
:
'
tpu'
...
...
official/vision/beta/configs/experiments/image_classification/imagenet_resnetrs270_i256.yaml
View file @
1fa648a7
# 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-270 ImageNet classification. 83.6% top-1 accuracy.
runtime
:
distribution_strategy
:
'
tpu'
...
...
official/vision/beta/configs/experiments/image_classification/imagenet_resnetrs350_i256.yaml
View file @
1fa648a7
# 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-350 ImageNet classification. 83.7% top-1 accuracy.
runtime
:
distribution_strategy
:
'
tpu'
...
...
official/vision/beta/configs/experiments/image_classification/imagenet_resnetrs350_i320.yaml
View file @
1fa648a7
# 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-350 ImageNet classification. 84.2% top-1 accuracy.
runtime
:
distribution_strategy
:
'
tpu'
...
...
official/vision/beta/configs/experiments/image_classification/imagenet_resnetrs420_i320.yaml
View file @
1fa648a7
# 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/image_classification/imagenet_resnetrs50_i160.yaml
View file @
1fa648a7
# 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 @
1fa648a7
# 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 @
1fa648a7
# 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 @
1fa648a7
# 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 @
1fa648a7
# 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'
...
...
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