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Surgical-Bleeding-AMAGI
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Collections:

- Name: SlowFast

  README: configs/recognition/slowfast/README.md

  Paper:

    URL: https://arxiv.org/abs/1812.03982

    Title: SlowFast Networks for Video Recognition

Models:

- Config: configs/recognition/slowfast/slowfast_r50_4x16x1_256e_kinetics400_rgb.py

  In Collection: SlowFast

  Metadata:

    Architecture: ResNet50

    Batch Size: 8

    Epochs: 256

    FLOPs: 36441296896

    Parameters: 34479288

    Pretrained: None

    Resolution: short-side 256

    Training Data: Kinetics-400

    Training Resources: 32 GPUs

  Modality: RGB

  Name: slowfast_r50_4x16x1_256e_kinetics400_rgb

  Results:

  - Dataset: Kinetics-400

    Metrics:

      Top 1 Accuracy: 74.75

      Top 5 Accuracy: 91.73

    Task: Action Recognition

  Training Json Log: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r50_256p_4x16x1_256e_kinetics400_rgb/20200731_151706.log.json

  Training Log: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r50_256p_4x16x1_256e_kinetics400_rgb/20200731_151706.log

  Weights: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r50_256p_4x16x1_256e_kinetics400_rgb/slowfast_r50_256p_4x16x1_256e_kinetics400_rgb_20200728-145f1097.pth

- Config: configs/recognition/slowfast/slowfast_r50_video_4x16x1_256e_kinetics400_rgb.py

  In Collection: SlowFast

  Metadata:

    Architecture: ResNet50

    Batch Size: 8

    Epochs: 256

    FLOPs: 36441296896

    Parameters: 34479288

    Pretrained: None

    Resolution: short-side 256

    Training Data: Kinetics-400

    Training Resources: 8 GPUs

  Modality: RGB

  Name: slowfast_r50_video_4x16x1_256e_kinetics400_rgb

  Results:

  - Dataset: Kinetics-400

    Metrics:

      Top 1 Accuracy: 73.95

      Top 5 Accuracy: 91.50

    Task: Action Recognition

  Training Json Log: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r50_video_4x16x1_256e_kinetics400_rgb/20200812_160237.log.json

  Training Log: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r50_video_4x16x1_256e_kinetics400_rgb/20200812_160237.log

  Weights: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r50_video_4x16x1_256e_kinetics400_rgb/slowfast_r50_video_4x16x1_256e_kinetics400_rgb_20200826-f85b90c5.pth

- Config: configs/recognition/slowfast/slowfast_r50_4x16x1_256e_kinetics400_rgb.py

  In Collection: SlowFast

  Metadata:

    Architecture: ResNet50

    Batch Size: 8

    Epochs: 256

    FLOPs: 36441296896

    Parameters: 34479288

    Pretrained: None

    Resolution: short-side 320

    Training Data: Kinetics-400

    Training Resources: 24 GPUs

  Modality: RGB

  Name: slowfast_r50_4x16x1_256e_kinetics400_rgb

  Results:

  - Dataset: Kinetics-400

    Metrics:

      Top 1 Accuracy: 75.64

      Top 5 Accuracy: 92.3

    Task: Action Recognition

  Training Json Log: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r50_4x16x1_256e_kinetics400_rgb/20200704_232901.log.json

  Training Log: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r50_4x16x1_256e_kinetics400_rgb/20200704_232901.log

  Weights: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r50_4x16x1_256e_kinetics400_rgb/slowfast_r50_4x16x1_256e_kinetics400_rgb_20200704-bcde7ed7.pth

- Config: configs/recognition/slowfast/slowfast_r50_8x8x1_256e_kinetics400_rgb.py

  In Collection: SlowFast

  Metadata:

    Architecture: ResNet50

    Batch Size: 8

    Epochs: 256

    FLOPs: 66222034944

    Parameters: 34565560

    Pretrained: None

    Resolution: short-side 320

    Training Data: Kinetics-400

    Training Resources: 24 GPUs

  Modality: RGB

  Name: slowfast_r50_8x8x1_256e_kinetics400_rgb

  Results:

  - Dataset: Kinetics-400

    Metrics:

      Top 1 Accuracy: 76.94

      Top 5 Accuracy: 92.8

    Task: Action Recognition

  Training Json Log: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r50_8x8x1_256e_kinetics400_rgb/20200716_192653.log.json

  Training Log: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r50_8x8x1_256e_kinetics400_rgb/20200716_192653.log

  Weights: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r50_8x8x1_256e_kinetics400_rgb/slowfast_r50_8x8x1_256e_kinetics400_rgb_20200716-73547d2b.pth

- Config: configs/recognition/slowfast/slowfast_r101_r50_4x16x1_256e_kinetics400_rgb.py

  In Collection: SlowFast

  Metadata:

    Architecture: ResNet101 + ResNet50

    Batch Size: 8

    Epochs: 256

    FLOPs: 65042780160

    Parameters: 62384312

    Pretrained: None

    Resolution: short-side 256

    Training Data: Kinetics-400

    Training Resources: 8 GPUs

  Modality: RGB

  Name: slowfast_r101_r50_4x16x1_256e_kinetics400_rgb

  Results:

  - Dataset: Kinetics-400

    Metrics:

      Top 1 Accuracy: 76.69

      Top 5 Accuracy: 93.07

    Task: Action Recognition

  Training Json Log: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r101_4x16x1_256e_kinetics400_rgb/20210118_133528.log.json

  Training Log: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r101_4x16x1_256e_kinetics400_rgb/20210118_133528.log

  Weights: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r101_4x16x1_256e_kinetics400_rgb/slowfast_r101_4x16x1_256e_kinetics400_rgb_20210218-d8b58813.pth

- Config: configs/recognition/slowfast/slowfast_r101_8x8x1_256e_kinetics400_rgb.py

  In Collection: SlowFast

  Metadata:

    Architecture: ResNet101

    Batch Size: 8

    Epochs: 256

    FLOPs: 127070375936

    Parameters: 62912312

    Pretrained: None

    Resolution: short-side 256

    Training Data: Kinetics-400

    Training Resources: 32 GPUs

  Modality: RGB

  Name: slowfast_r101_8x8x1_256e_kinetics400_rgb

  Results:

  - Dataset: Kinetics-400

    Metrics:

      Top 1 Accuracy: 77.9

      Top 5 Accuracy: 93.51

    Task: Action Recognition

  Training Json Log: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r101_8x8x1_256e_kinetics400_rgb/20210218_121513.log.json

  Training Log: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r101_8x8x1_256e_kinetics400_rgb/20210218_121513.log

  Weights: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r101_8x8x1_256e_kinetics400_rgb/slowfast_r101_8x8x1_256e_kinetics400_rgb_20210218-0dd54025.pth

- Config: configs/recognition/slowfast/slowfast_r152_r50_4x16x1_256e_kinetics400_rgb.py

  In Collection: SlowFast

  Metadata:

    Architecture: ResNet152 + ResNet50

    Batch Size: 8

    Epochs: 256

    FLOPs: 91515654144

    Parameters: 84843704

    Pretrained: None

    Resolution: short-side 256

    Training Data: Kinetics-400

    Training Resources: 8 GPUs

  Modality: RGB

  Name: slowfast_r152_r50_4x16x1_256e_kinetics400_rgb

  Results:

  - Dataset: Kinetics-400

    Metrics:

      Top 1 Accuracy: 77.13

      Top 5 Accuracy: 93.2

    Task: Action Recognition

  Training Json Log: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r152_4x16x1_256e_kinetics400_rgb/20210122_131321.log.json

  Training Log: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r152_4x16x1_256e_kinetics400_rgb/20210122_131321.log

  Weights: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r152_4x16x1_256e_kinetics400_rgb/slowfast_r152_4x16x1_256e_kinetics400_rgb_20210122-bdeb6b87.pth

- Config: configs/recognition/slowfast/slowfast_r50_16x8x1_22e_sthv1_rgb.py

  In Collection: SlowFast

  Metadata:

    Architecture: ResNet50

    Batch Size: 4

    Epochs: 22

    FLOPs: 132442627584

    Parameters: 34044630

    Pretrained: Kinetics400

    Resolution: height 100

    Training Data: SthV1

    Training Resources: 8 GPUs

  Modality: RGB

  Name: slowfast_r50_16x8x1_22e_sthv1_rgb

  Results:

  - Dataset: SthV1

    Metrics:

      Top 1 Accuracy: 49.67

      Top 5 Accuracy: 79.00

    Task: Action Recognition

  Training Json Log: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r50_16x8x1_22e_sthv1_rgb/slowfast_r50_16x8x1_22e_sthv1_rgb.json

  Training Log: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r50_16x8x1_22e_sthv1_rgb/slowfast_r50_16x8x1_22e_sthv1_rgb.log

  Weights: https://download.openmmlab.com/mmaction/recognition/slowfast/slowfast_r50_16x8x1_22e_sthv1_rgb/slowfast_r50_16x8x1_22e_sthv1_rgb_20211202-aaaf9279.pth