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Collections:

- Name: BMN

  README: configs/localization/bmn/README.md

  Paper:

    URL: https://arxiv.org/abs/1907.09702

    Title: "BMN: Boundary-Matching Network for Temporal Action Proposal Generation"

Models:

- Config: configs/localization/bmn/bmn_400x100_2x8_9e_activitynet_feature.py

  In Collection: BMN

  Metadata:

    Batch Size: 8

    Epochs: 9

    Training Data: ActivityNet v1.3

    Training Resources: 2 GPUs

    feature: cuhk_mean_100

  Name: bmn_400x100_9e_2x8_activitynet_feature (cuhk_mean_100)

  Results:

  - Dataset: ActivityNet v1.3

    Metrics:

      AP@0.5: 42.47

      AP@0.75: 31.31

      AP@0.95: 9.92

      AR@100: 75.28

      AUC: 67.22

      mAP: 30.34

    Task: Temporal Action Localization

  Training Json Log: https://download.openmmlab.com/mmaction/localization/bmn/bmn_400x100_9e_activitynet_feature/bmn_400x100_9e_activitynet_feature.log.json

  Training Log: https://download.openmmlab.com/mmaction/localization/bmn/bmn_400x100_9e_activitynet_feature/bmn_400x100_9e_activitynet_feature.log

  Weights: https://download.openmmlab.com/mmaction/localization/bmn/bmn_400x100_9e_activitynet_feature/bmn_400x100_9e_activitynet_feature_20200619-42a3b111.pth

- Config: configs/localization/bmn/bmn_400x100_2x8_9e_activitynet_feature.py

  In Collection: BMN

  Metadata:

    Batch Size: 8

    Epochs: 9

    Training Data: ActivityNet v1.3

    Training Resources: 2 GPUs

    feature: mmaction_video

  Name: bmn_400x100_9e_2x8_activitynet_feature (mmaction_video)

  Results:

  - Dataset: ActivityNet v1.3

    Metrics:

      AP@0.5: 42.62

      AP@0.75: 31.56

      AP@0.95: 10.86

      AR@100: 75.43

      AUC: 67.22

      mAP: 30.77

    Task: Temporal Action Localization

  Training Json Log: https://download.openmmlab.com/mmaction/localization/bmn/bmn_400x100_2x8_9e_mmaction_video/bmn_400x100_2x8_9e_mmaction_video_20200809.json

  Training Log: https://download.openmmlab.com/mmaction/localization/bmn/bmn_400x100_2x8_9e_mmaction_video/bmn_400x100_2x8_9e_mmaction_video_20200809.log

  Weights: https://download.openmmlab.com/mmaction/localization/bmn/bmn_400x100_2x8_9e_mmaction_video/bmn_400x100_2x8_9e_mmaction_video_20200809-c9fd14d2.pth

- Config: configs/localization/bmn/bmn_400x100_2x8_9e_activitynet_feature.py

  In Collection: BMN

  Metadata:

    Batch Size: 8

    Epochs: 9

    Training Data: ActivityNet v1.3

    Training Resources: 2 GPUs

    feature: mmaction_clip

  Name: bmn_400x100_9e_2x8_activitynet_feature (mmaction_clip)

  Results:

  - Dataset: ActivityNet v1.3

    Metrics:

      AP@0.5: 43.08

      AP@0.75: 32.19

      AP@0.95: 10.73

      AR@100: 75.35

      AUC: 67.38

      mAP: 31.15

    Task: Temporal Action Localization

  Training Json Log: https://download.openmmlab.com/mmaction/localization/bmn/bmn_400x100_2x8_9e_mmaction_clip/bmn_400x100_2x8_9e_mmaction_clip_20200809.json

  Training Log: https://download.openmmlab.com/mmaction/localization/bmn/bmn_400x100_2x8_9e_mmaction_clip/bmn_400x100_2x8_9e_mmaction_clip_20200809.log

  Weights: https://download.openmmlab.com/mmaction/localization/bmn/bmn_400x100_2x8_9e_mmaction_clip/bmn_400x100_2x8_9e_mmaction_clip_20200809-10d803ce.pth