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Surgical-Bleeding-AMAGI
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Collections:

- Name: PoseC3D

  README: configs/skeleton/posec3d/README.md

  Paper:

    URL: https://arxiv.org/abs/2104.13586

    Title: Revisiting Skeleton-based Action Recognition

Models:

- Config: configs/skeleton/posec3d/slowonly_r50_u48_240e_gym_keypoint.py

  In Collection: PoseC3D

  Metadata:

    Architecture: SlowOnly-R50

    Batch Size: 16

    Epochs: 240

    Parameters: 2044867

    Training Data: FineGYM

    Training Resources: 16 GPUs

    pseudo heatmap: keypoint

  Name: slowonly_r50_u48_240e_gym_keypoint

  Results:

  - Dataset: FineGYM

    Metrics:

      mean Top 1 Accuracy: 93.7

    Task: Skeleton-based Action Recognition

  Training Json Log: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_r50_u48_240e_gym_keypoint/slowonly_r50_u48_240e_gym_keypoint.json

  Training Log: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_r50_u48_240e_gym_keypoint/slowonly_r50_u48_240e_gym_keypoint.log

  Weights: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_r50_u48_240e_gym_keypoint/slowonly_r50_u48_240e_gym_keypoint-b07a98a0.pth

- Config: configs/skeleton/posec3d/slowonly_r50_u48_240e_gym_limb.py

  In Collection: PoseC3D

  Metadata:

    Architecture: SlowOnly-R50

    Batch Size: 16

    Epochs: 240

    Parameters: 2044867

    Training Data: FineGYM

    Training Resources: 16 GPUs

    pseudo heatmap: limb

  Name: slowonly_r50_u48_240e_gym_limb

  Results:

  - Dataset: FineGYM

    Metrics:

      mean Top 1 Accuracy: 94.0

    Task: Skeleton-based Action Recognition

  Training Json Log: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_r50_u48_240e_gym_limb/slowonly_r50_u48_240e_gym_limb.json

  Training Log: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_r50_u48_240e_gym_limb/slowonly_r50_u48_240e_gym_limb.log

  Weights: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_r50_u48_240e_gym_limb/slowonly_r50_u48_240e_gym_limb-c0d7b482.pth

- Config: configs/skeleton/posec3d/slowonly_r50_u48_240e_ntu60_xsub_keypoint.py

  In Collection: PoseC3D

  Metadata:

    Architecture: SlowOnly-R50

    Batch Size: 16

    Epochs: 240

    Parameters: 2024860

    Training Data: NTU60-XSub

    Training Resources: 16 GPUs

    pseudo heatmap: keypoint

  Name: slowonly_r50_u48_240e_ntu60_xsub_keypoint

  Results:

  - Dataset: NTU60-XSub

    Metrics:

      Top 1 Accuracy: 93.7

    Task: Skeleton-based Action Recognition

  Training Json Log: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_r50_u48_240e_ntu60_xsub_keypoint/slowonly_r50_u48_240e_ntu60_xsub_keypoint.json

  Training Log: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_r50_u48_240e_ntu60_xsub_keypoint/slowonly_r50_u48_240e_ntu60_xsub_keypoint.log

  Weights: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_r50_u48_240e_ntu60_xsub_keypoint/slowonly_r50_u48_240e_ntu60_xsub_keypoint-f3adabf1.pth

- Config: configs/skeleton/posec3d/slowonly_r50_u48_240e_ntu60_xsub_limb.py

  In Collection: PoseC3D

  Metadata:

    Architecture: SlowOnly-R50

    Batch Size: 16

    Epochs: 240

    Parameters: 2024860

    Training Data: NTU60-XSub

    Training Resources: 16 GPUs

    pseudo heatmap: limb

  Name: slowonly_r50_u48_240e_ntu60_xsub_limb

  Results:

  - Dataset: NTU60-XSub

    Metrics:

      Top 1 Accuracy: 93.4

    Task: Skeleton-based Action Recognition

  Training Json Log: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_r50_u48_240e_ntu60_xsub_limb/slowonly_r50_u48_240e_ntu60_xsub_limb.json

  Training Log: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_r50_u48_240e_ntu60_xsub_limb/slowonly_r50_u48_240e_ntu60_xsub_limb.log

  Weights: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_r50_u48_240e_ntu60_xsub_limb/slowonly_r50_u48_240e_ntu60_xsub_limb-1d69006a.pth

- Config: configs/skeleton/posec3d/slowonly_r50_u48_240e_ntu120_xsub_keypoint.py

  In Collection: PoseC3D

  Metadata:

    Architecture: SlowOnly-R50

    Batch Size: 16

    Epochs: 240

    Parameters: 2055640

    Training Data: NTU120-XSub

    Training Resources: 16 GPUs

    pseudo heatmap: keypoint

  Name: slowonly_r50_u48_240e_ntu120_xsub_keypoint

  Results:

  - Dataset: NTU120-XSub

    Metrics:

      Top 1 Accuracy: 86.3

    Task: Skeleton-based Action Recognition

  Training Json Log: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_r50_u48_240e_ntu120_xsub_keypoint/slowonly_r50_u48_240e_ntu120_xsub_keypoint.json

  Training Log: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_r50_u48_240e_ntu120_xsub_keypoint/slowonly_r50_u48_240e_ntu120_xsub_keypoint.log

  Weights: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_r50_u48_240e_ntu120_xsub_keypoint/slowonly_r50_u48_240e_ntu120_xsub_keypoint-6736b03f.pth

- Config: configs/skeleton/posec3d/slowonly_r50_u48_240e_ntu120_xsub_limb.py

  In Collection: PoseC3D

  Metadata:

    Architecture: SlowOnly-R50

    Batch Size: 16

    Epochs: 240

    Parameters: 2055640

    Training Data: NTU120-XSub

    Training Resources: 16 GPUs

    pseudo heatmap: limb

  Name: slowonly_r50_u48_240e_ntu120_xsub_limb

  Results:

  - Dataset: NTU120-XSub

    Metrics:

      Top 1 Accuracy: 85.7

    Task: Skeleton-based Action Recognition

  Training Json Log: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_r50_u48_240e_ntu120_xsub_limb/slowonly_r50_u48_240e_ntu120_xsub_limb.json

  Training Log: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_r50_u48_240e_ntu120_xsub_limb/slowonly_r50_u48_240e_ntu120_xsub_limb.log

  Weights: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_r50_u48_240e_ntu120_xsub_limb/slowonly_r50_u48_240e_ntu120_xsub_limb-803c2317.pth

- Config: configs/skeleton/posec3d/slowonly_kinetics400_pretrained_r50_u48_120e_hmdb51_split1_keypoint.py

  In Collection: PoseC3D

  Metadata:

    Architecture: SlowOnly-R50

    Batch Size: 16

    Epochs: 120

    Parameters: 3029984

    Training Data: HMDB51

    Training Resources: 8 GPUs

    pseudo heatmap: keypoint

  Name: slowonly_kinetics400_pretrained_r50_u48_120e_hmdb51_split1_keypoint

  Results:

  - Dataset: HMDB51

    Metrics:

      Top 1 Accuracy: 69.3

    Task: Skeleton-based Action Recognition

  Training Json Log: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_kinetics400_pretrained_r50_u48_120e_hmdb51_split1_keypoint/slowonly_kinetics400_pretrained_r50_u48_120e_hmdb51_split1_keypoint.json

  Training Log: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_kinetics400_pretrained_r50_u48_120e_hmdb51_split1_keypoint/slowonly_kinetics400_pretrained_r50_u48_120e_hmdb51_split1_keypoint.log

  Weights: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_kinetics400_pretrained_r50_u48_120e_hmdb51_split1_keypoint/slowonly_kinetics400_pretrained_r50_u48_120e_hmdb51_split1_keypoint-76ffdd8b.pth

- Config: configs/skeleton/posec3d/slowonly_kinetics400_pretrained_r50_u48_120e_ucf101_split1_keypoint.py

  In Collection: PoseC3D

  Metadata:

    Architecture: SlowOnly-R50

    Batch Size: 16

    Epochs: 120

    Parameters: 3055584

    Training Data: UCF101

    Training Resources: 8 GPUs

    pseudo heatmap: keypoint

  Name: slowonly_kinetics400_pretrained_r50_u48_120e_ucf101_split1_keypoint

  Results:

  - Dataset: UCF101

    Metrics:

      Top 1 Accuracy: 87.0

    Task: Skeleton-based Action Recognition

  Training Json Log: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_kinetics400_pretrained_r50_u48_120e_ucf101_split1_keypoint/slowonly_kinetics400_pretrained_r50_u48_120e_ucf101_split1_keypoint.json

  Training Log: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_kinetics400_pretrained_r50_u48_120e_ucf101_split1_keypoint/slowonly_kinetics400_pretrained_r50_u48_120e_ucf101_split1_keypoint.log

  Weights: https://download.openmmlab.com/mmaction/skeleton/posec3d/slowonly_kinetics400_pretrained_r50_u48_120e_ucf101_split1_keypoint/slowonly_kinetics400_pretrained_r50_u48_120e_ucf101_split1_keypoint-cae8aa4a.pth