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Collections:

- Name: R2Plus1D

  README: configs/recognition/r2plus1d/README.md

  Paper:

    URL: https://arxiv.org/abs/1711.11248

    Title: A Closer Look at Spatiotemporal Convolutions for Action Recognition

Models:

- Config: configs/recognition/r2plus1d/r2plus1d_r34_8x8x1_180e_kinetics400_rgb.py

  In Collection: R2Plus1D

  Metadata:

    Architecture: ResNet34

    Batch Size: 8

    Epochs: 180

    FLOPs: 53175572992

    Parameters: 63759281

    Pretrained: None

    Resolution: short-side 256

    Training Data: Kinetics-400

    Training Resources: 32 GPUs

  Modality: RGB

  Name: r2plus1d_r34_8x8x1_180e_kinetics400_rgb

  Results:

  - Dataset: Kinetics-400

    Metrics:

      Top 1 Accuracy: 67.3

      Top 5 Accuracy: 87.65

    Task: Action Recognition

  Training Json Log: https://download.openmmlab.com/mmaction/recognition/r2plus1d/r2plus1d_r34_256p_8x8x1_180e_kinetics400_rgb/20200728_021421.log.json

  Training Log: https://download.openmmlab.com/mmaction/recognition/r2plus1d/r2plus1d_r34_256p_8x8x1_180e_kinetics400_rgb/20200728_021421.log

  Weights: https://download.openmmlab.com/mmaction/recognition/r2plus1d/r2plus1d_r34_256p_8x8x1_180e_kinetics400_rgb/r2plus1d_r34_256p_8x8x1_180e_kinetics400_rgb_20200729-aa94765e.pth

- Config: configs/recognition/r2plus1d/r2plus1d_r34_video_8x8x1_180e_kinetics400_rgb.py

  In Collection: R2Plus1D

  Metadata:

    Architecture: ResNet34

    Batch Size: 16

    Epochs: 180

    FLOPs: 53175572992

    Parameters: 63759281

    Pretrained: None

    Resolution: short-side 256

    Training Data: Kinetics-400

    Training Resources: 8 GPUs

  Modality: RGB

  Name: r2plus1d_r34_video_8x8x1_180e_kinetics400_rgb

  Results:

  - Dataset: Kinetics-400

    Metrics:

      Top 1 Accuracy: 67.3

      Top 5 Accuracy: 87.8

    Task: Action Recognition

  Training Json Log: https://download.openmmlab.com/mmaction/recognition/r2plus1d/r2plus1d_r34_video_8x8x1_180e_kinetics400_rgb/20200724_201360.log

  Training Log: https://download.openmmlab.com/mmaction/recognition/r2plus1d/r2plus1d_r34_video_8x8x1_180e_kinetics400_rgb/20200724_201360.log.json

  Weights: https://download.openmmlab.com/mmaction/recognition/r2plus1d/r2plus1d_r34_video_8x8x1_180e_kinetics400_rgb/r2plus1d_r34_video_8x8x1_180e_kinetics400_rgb_20200826-ab35a529.pth

- Config: configs/recognition/r2plus1d/r2plus1d_r34_8x8x1_180e_kinetics400_rgb.py

  In Collection: R2Plus1D

  Metadata:

    Architecture: ResNet34

    Batch Size: 8

    Epochs: 180

    FLOPs: 53175572992

    Parameters: 63759281

    Pretrained: None

    Resolution: short-side 320

    Training Data: Kinetics-400

    Training Resources: 16 GPUs

  Modality: RGB

  Name: r2plus1d_r34_8x8x1_180e_kinetics400_rgb

  Results:

  - Dataset: Kinetics-400

    Metrics:

      Top 1 Accuracy: 68.68

      Top 5 Accuracy: 88.36

    Task: Action Recognition

  Training Json Log: https://download.openmmlab.com/mmaction/recognition/r2plus1d/r2plus1d_r34_8x8x1_180e_kinetics400_rgb/r2plus1d_r34_8x8_69.58_88.36.log.json

  Training Log: https://download.openmmlab.com/mmaction/recognition/r2plus1d/r2plus1d_r34_8x8x1_180e_kinetics400_rgb/r21d_8x8.log

  Weights: https://download.openmmlab.com/mmaction/recognition/r2plus1d/r2plus1d_r34_8x8x1_180e_kinetics400_rgb/r2plus1d_r34_8x8x1_180e_kinetics400_rgb_20200618-3fce5629.pth

- Config: configs/recognition/r2plus1d/r2plus1d_r34_32x2x1_180e_kinetics400_rgb.py

  In Collection: R2Plus1D

  Metadata:

    Architecture: ResNet34

    Batch Size: 6

    Epochs: 180

    FLOPs: 212701677568

    Parameters: 63759281

    Pretrained: None

    Resolution: short-side 320

    Training Data: Kinetics-400

    Training Resources: 16 GPUs

  Modality: RGB

  Name: r2plus1d_r34_32x2x1_180e_kinetics400_rgb

  Results:

  - Dataset: Kinetics-400

    Metrics:

      Top 1 Accuracy: 74.6

      Top 5 Accuracy: 91.59

    Task: Action Recognition

  Training Json Log: https://download.openmmlab.com/mmaction/recognition/r2plus1d/r2plus1d_r34_32x2x1_180e_kinetics400_rgb/r2plus1d_r34_32x2_74.6_91.6.log.json

  Training Log: https://download.openmmlab.com/mmaction/recognition/r2plus1d/r2plus1d_r34_32x2x1_180e_kinetics400_rgb/r21d_32x2.log

  Weights: https://download.openmmlab.com/mmaction/recognition/r2plus1d/r2plus1d_r34_32x2x1_180e_kinetics400_rgb/r2plus1d_r34_32x2x1_180e_kinetics400_rgb_20200618-63462eb3.pth