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David Feaster
DavidFeaster/
Surgical-Bleeding-AMAGI
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Collections:

- Name: TRN

  README: configs/recognition/trn/README.md

  Paper:

    URL: https://arxiv.org/abs/1711.08496

    Title: Temporal Relational Reasoning in Videos

Models:

- Config: configs/recognition/trn/trn_r50_1x1x8_50e_sthv1_rgb.py

  In Collection: TRN

  Metadata:

    Architecture: ResNet50

    Batch Size: 16

    Epochs: 50

    Parameters: 26641154

    Pretrained: ImageNet

    Resolution: height 100

    Training Data: SthV1

    Training Resources: 8 GPUs

  Modality: RGB

  Name: trn_r50_1x1x8_50e_sthv1_rgb

  Results:

  - Dataset: SthV1

    Metrics:

      Top 1 Accuracy: 33.88

      Top 1 Accuracy (efficient): 31.62

      Top 5 Accuracy: 62.12

      Top 5 Accuracy (efficient): 60.01

    Task: Action Recognition

  Training Json Log: https://download.openmmlab.com/mmaction/recognition/trn/trn_r50_1x1x8_50e_sthv1_rgb/20210326_103948.log.json

  Training Log: https://download.openmmlab.com/mmaction/recognition/trn/trn_r50_1x1x8_50e_sthv1_rgb/20210326_103948.log

  Weights: https://download.openmmlab.com/mmaction/recognition/trn/trn_r50_1x1x8_50e_sthv1_rgb/trn_r50_1x1x8_50e_sthv1_rgb_20210401-163704a8.pth

- Config: configs/recognition/trn/trn_r50_1x1x8_50e_sthv2_rgb.py

  In Collection: TRN

  Metadata:

    Architecture: ResNet50

    Batch Size: 16

    Epochs: 50

    Parameters: 26641154

    Pretrained: ImageNet

    Resolution: height 256

    Training Data: SthV2

    Training Resources: 8 GPUs

  Modality: RGB

  Name: trn_r50_1x1x8_50e_sthv2_rgb

  Results:

  - Dataset: SthV2

    Metrics:

      Top 1 Accuracy: 51.28

      Top 1 Accuracy (efficient): 48.39

      Top 5 Accuracy: 78.65

      Top 5 Accuracy (efficient): 76.58

    Task: Action Recognition

  Training Json Log: https://download.openmmlab.com/mmaction/recognition/trn/trn_r50_1x1x8_50e_sthv2_rgb/20210816_221356.log.json

  Training Log: https://download.openmmlab.com/mmaction/recognition/trn/trn_r50_1x1x8_50e_sthv2_rgb/20210816_221356.log

  Weights: https://download.openmmlab.com/mmaction/recognition/trn/trn_r50_1x1x8_50e_sthv2_rgb/trn_r50_1x1x8_50e_sthv2_rgb_20210816-7abbc4c1.pth