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Models/RGBPoseConv3D

RGBPoseConv3D

Reported on 23 benchmarks across 7 tasks · 1 paper · 2 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Computer Vision9 results

  • VideoonAssembly101
    Actions Top-1· 2021-04-28
    33.61
    best: 41.06 (HandFormer-B/21)
    Revisiting Skeleton-based Action RecognitionarXiv:2104.13586
  • VideoonAssembly101
    Object Top-1· 2021-04-28
    42.9
    best: 51.17 (HandFormer-B/21)
    Revisiting Skeleton-based Action RecognitionarXiv:2104.13586
  • VideoonAssembly101
    Verbs Top-1· 2021-04-28
    61.99
    best: 69.23 (HandFormer-B/21)
    Revisiting Skeleton-based Action RecognitionarXiv:2104.13586
  • Temporal Action LocalizationonAssembly101
    Actions Top-1· 2021-04-28
    33.61
    best: 41.06 (HandFormer-B/21)
    Revisiting Skeleton-based Action RecognitionarXiv:2104.13586
  • Temporal Action LocalizationonAssembly101
    Object Top-1· 2021-04-28
    42.9
    best: 51.17 (HandFormer-B/21)
    Revisiting Skeleton-based Action RecognitionarXiv:2104.13586
  • Temporal Action LocalizationonAssembly101
    Verbs Top-1· 2021-04-28
    61.99
    best: 69.23 (HandFormer-B/21)
    Revisiting Skeleton-based Action RecognitionarXiv:2104.13586
  • Action LocalizationonAssembly101
    Actions Top-1· 2021-04-28
    33.61
    best: 41.06 (HandFormer-B/21)
    Revisiting Skeleton-based Action RecognitionarXiv:2104.13586
  • Action LocalizationonAssembly101
    Object Top-1· 2021-04-28
    42.9
    best: 51.17 (HandFormer-B/21)
    Revisiting Skeleton-based Action RecognitionarXiv:2104.13586
  • Action LocalizationonAssembly101
    Verbs Top-1· 2021-04-28
    61.99
    best: 69.23 (HandFormer-B/21)
    Revisiting Skeleton-based Action RecognitionarXiv:2104.13586

Robots4 results

  • Activity RecognitiononH2O (2 Hands and Objects)
    Actions Top-1· 2021-04-28
    83.47
    best: 93.39 (HandFormer-B/21x8)
    SOTA
    Revisiting Skeleton-based Action RecognitionarXiv:2104.13586
  • Activity RecognitiononAssembly101
    Actions Top-1· 2021-04-28
    33.61
    best: 41.06 (HandFormer-B/21)
    Revisiting Skeleton-based Action RecognitionarXiv:2104.13586
  • Activity RecognitiononAssembly101
    Object Top-1· 2021-04-28
    42.9
    best: 51.17 (HandFormer-B/21)
    Revisiting Skeleton-based Action RecognitionarXiv:2104.13586
  • Activity RecognitiononAssembly101
    Verbs Top-1· 2021-04-28
    61.99
    best: 69.23 (HandFormer-B/21)
    Revisiting Skeleton-based Action RecognitionarXiv:2104.13586

Time Series4 results

  • Action RecognitiononH2O (2 Hands and Objects)
    Actions Top-1· 2021-04-28
    83.47
    best: 93.39 (HandFormer-B/21x8)
    SOTA
    Revisiting Skeleton-based Action RecognitionarXiv:2104.13586
  • Action RecognitiononAssembly101
    Actions Top-1· 2021-04-28
    33.61
    best: 41.06 (HandFormer-B/21)
    Revisiting Skeleton-based Action RecognitionarXiv:2104.13586
  • Action RecognitiononAssembly101
    Object Top-1· 2021-04-28
    42.9
    best: 51.17 (HandFormer-B/21)
    Revisiting Skeleton-based Action RecognitionarXiv:2104.13586
  • Action RecognitiononAssembly101
    Verbs Top-1· 2021-04-28
    61.99
    best: 69.23 (HandFormer-B/21)
    Revisiting Skeleton-based Action RecognitionarXiv:2104.13586

Methodology3 results

  • Zero-Shot LearningonAssembly101
    Actions Top-1· 2021-04-28
    33.61
    best: 41.06 (HandFormer-B/21)
    Revisiting Skeleton-based Action RecognitionarXiv:2104.13586
  • Zero-Shot LearningonAssembly101
    Object Top-1· 2021-04-28
    42.9
    best: 51.17 (HandFormer-B/21)
    Revisiting Skeleton-based Action RecognitionarXiv:2104.13586
  • Zero-Shot LearningonAssembly101
    Verbs Top-1· 2021-04-28
    61.99
    best: 69.23 (HandFormer-B/21)
    Revisiting Skeleton-based Action RecognitionarXiv:2104.13586

Natural Language Processing3 results

  • 3D Action RecognitiononAssembly101
    Actions Top-1· 2021-04-28
    33.61
    best: 41.06 (HandFormer-B/21)
    Revisiting Skeleton-based Action RecognitionarXiv:2104.13586
  • 3D Action RecognitiononAssembly101
    Object Top-1· 2021-04-28
    42.9
    best: 51.17 (HandFormer-B/21)
    Revisiting Skeleton-based Action RecognitionarXiv:2104.13586
  • 3D Action RecognitiononAssembly101
    Verbs Top-1· 2021-04-28
    61.99
    best: 69.23 (HandFormer-B/21)
    Revisiting Skeleton-based Action RecognitionarXiv:2104.13586