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Commit 45bdc089 authored by Xianzhi Du's avatar Xianzhi Du Committed by A. Unique TensorFlower
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official/vision/beta/MODEL_GARDEN.md
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...@@ -146,7 +146,7 @@ SpineNet-143 | 1280x1280 | 500 | 94.9 | 51.9 | 45.0 | [config](ht ...@@ -146,7 +146,7 @@ SpineNet-143 | 1280x1280 | 500 | 94.9 | 51.9 | 45.0 | [config](ht
* We provide models for video classification with backbones: * We provide models for video classification with backbones:
* SlowOnly in * SlowOnly in
[SlowFast Networks for Video Recognition](https://arxiv.org/abs/1812.03982). [SlowFast Networks for Video Recognition](https://arxiv.org/abs/1812.03982).
* ResNet-RS (R3D) in * ResNet-3D (R3D) in
[Spatiotemporal Contrastive Video Representation Learning](https://arxiv.org/abs/2008.03800). [Spatiotemporal Contrastive Video Representation Learning](https://arxiv.org/abs/2008.03800).
* ResNet-3D-RS (R3D-RS) in * ResNet-3D-RS (R3D-RS) in
[Revisiting 3D ResNets for Video Recognition](https://arxiv.org/pdf/2109.01696.pdf). [Revisiting 3D ResNets for Video Recognition](https://arxiv.org/pdf/2109.01696.pdf).
...@@ -167,10 +167,10 @@ SpineNet-143 | 1280x1280 | 500 | 94.9 | 51.9 | 45.0 | [config](ht ...@@ -167,10 +167,10 @@ SpineNet-143 | 1280x1280 | 500 | 94.9 | 51.9 | 45.0 | [config](ht
| SlowOnly | 16 x 4 | 75.6 | 92.1 | [config](https://github.com/tensorflow/models/blob/master/official/vision/beta/configs/experiments/video_classification/k400_slowonly16x4_tpu.yaml) | | SlowOnly | 16 x 4 | 75.6 | 92.1 | [config](https://github.com/tensorflow/models/blob/master/official/vision/beta/configs/experiments/video_classification/k400_slowonly16x4_tpu.yaml) |
| R3D-50 | 32 x 2 | 77.0 | 93.0 | [config](https://github.com/tensorflow/models/blob/master/official/vision/beta/configs/experiments/video_classification/k400_3d-resnet50_tpu.yaml) | | R3D-50 | 32 x 2 | 77.0 | 93.0 | [config](https://github.com/tensorflow/models/blob/master/official/vision/beta/configs/experiments/video_classification/k400_3d-resnet50_tpu.yaml) |
| R3D-RS-50 | 32 x 2 | 78.2 | 93.7 | [config](https://github.com/tensorflow/models/blob/master/official/vision/beta/configs/experiments/video_classification/k400_resnet3drs_50_tpu.yaml) | | R3D-RS-50 | 32 x 2 | 78.2 | 93.7 | [config](https://github.com/tensorflow/models/blob/master/official/vision/beta/configs/experiments/video_classification/k400_resnet3drs_50_tpu.yaml) |
R3D-RS-101 | 32 x 2 | 79.5 | 94.2 | - | R3D-RS-101 | 32 x 2 | 79.5 | 94.2 | -
R3D-RS-152 | 32 x 2 | 79.9 | 94.3 | - | R3D-RS-152 | 32 x 2 | 79.9 | 94.3 | -
R3D-RS-200 | 32 x 2 | 80.4 | 94.4 | - | R3D-RS-200 | 32 x 2 | 80.4 | 94.4 | -
R3D-RS-200 | 48 x 2 | 81.0 | - | - | R3D-RS-200 | 48 x 2 | 81.0 | - | -
### Kinetics-600 Action Recognition Baselines ### Kinetics-600 Action Recognition Baselines
...@@ -178,5 +178,5 @@ R3D-RS-200 | 48 x 2 | 81.0 | - | - ...@@ -178,5 +178,5 @@ R3D-RS-200 | 48 x 2 | 81.0 | - | -
| -------- |:----------------------:|--------:|--------:|---------:| | -------- |:----------------------:|--------:|--------:|---------:|
| SlowOnly | 8 x 8 | 77.3 | 93.6 | [config](https://github.com/tensorflow/models/blob/master/official/vision/beta/configs/experiments/video_classification/k600_slowonly8x8_tpu.yaml) | | SlowOnly | 8 x 8 | 77.3 | 93.6 | [config](https://github.com/tensorflow/models/blob/master/official/vision/beta/configs/experiments/video_classification/k600_slowonly8x8_tpu.yaml) |
| R3D-50 | 32 x 2 | 79.5 | 94.8 | [config](https://github.com/tensorflow/models/blob/master/official/vision/beta/configs/experiments/video_classification/k600_3d-resnet50_tpu.yaml) | | R3D-50 | 32 x 2 | 79.5 | 94.8 | [config](https://github.com/tensorflow/models/blob/master/official/vision/beta/configs/experiments/video_classification/k600_3d-resnet50_tpu.yaml) |
R3D-RS-200 | 32 x 2 | 83.1 | - | - | R3D-RS-200 | 32 x 2 | 83.1 | - | -
R3D-RS-200 | 48 x 2 | 83.8 | - | - | R3D-RS-200 | 48 x 2 | 83.8 | - | -
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