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Models/2s-AGCN

2s-AGCN

Reported on 24 benchmarks across 7 tasks · 2 papers · 24 SOTA

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

Computer Vision12 results

  • VideoonBABEL
    CE Top-1· 2021-06-17
    44.87
    SOTA
    BABEL: Bodies, Action and Behavior with English LabelsarXiv:2106.09696
  • VideoonBABEL
    CE Top-1-norm· 2021-06-17
    17.16
    SOTA
    BABEL: Bodies, Action and Behavior with English LabelsarXiv:2106.09696
  • VideoonBABEL
    CE Top-5· 2021-06-17
    71.78
    SOTA
    BABEL: Bodies, Action and Behavior with English LabelsarXiv:2106.09696
  • VideoonAssembly101
    Actions Top-1· 2018-05-20
    26.7
    best: 41.06 (HandFormer-B/21)
    SOTA
    Two-Stream Adaptive Graph Convolutional Networks for Skeleton-Based Action RecognitionarXiv:1805.07694
  • VideoonAssembly101
    Object Top-1· 2018-05-20
    33.8
    best: 51.17 (HandFormer-B/21)
    SOTA
    Two-Stream Adaptive Graph Convolutional Networks for Skeleton-Based Action RecognitionarXiv:1805.07694
  • VideoonAssembly101
    Verbs Top-1· 2018-05-20
    64.4
    best: 69.23 (HandFormer-B/21)
    SOTA
    Two-Stream Adaptive Graph Convolutional Networks for Skeleton-Based Action RecognitionarXiv:1805.07694
  • Temporal Action LocalizationonAssembly101
    Actions Top-1· 2018-05-20
    26.7
    best: 41.06 (HandFormer-B/21)
    SOTA
    Two-Stream Adaptive Graph Convolutional Networks for Skeleton-Based Action RecognitionarXiv:1805.07694
  • Temporal Action LocalizationonAssembly101
    Object Top-1· 2018-05-20
    33.8
    best: 51.17 (HandFormer-B/21)
    SOTA
    Two-Stream Adaptive Graph Convolutional Networks for Skeleton-Based Action RecognitionarXiv:1805.07694
  • Temporal Action LocalizationonAssembly101
    Verbs Top-1· 2018-05-20
    64.4
    best: 69.23 (HandFormer-B/21)
    SOTA
    Two-Stream Adaptive Graph Convolutional Networks for Skeleton-Based Action RecognitionarXiv:1805.07694
  • Action LocalizationonAssembly101
    Actions Top-1· 2018-05-20
    26.7
    best: 41.06 (HandFormer-B/21)
    SOTA
    Two-Stream Adaptive Graph Convolutional Networks for Skeleton-Based Action RecognitionarXiv:1805.07694
  • Action LocalizationonAssembly101
    Object Top-1· 2018-05-20
    33.8
    best: 51.17 (HandFormer-B/21)
    SOTA
    Two-Stream Adaptive Graph Convolutional Networks for Skeleton-Based Action RecognitionarXiv:1805.07694
  • Action LocalizationonAssembly101
    Verbs Top-1· 2018-05-20
    64.4
    best: 69.23 (HandFormer-B/21)
    SOTA
    Two-Stream Adaptive Graph Convolutional Networks for Skeleton-Based Action RecognitionarXiv:1805.07694

Methodology3 results

  • Zero-Shot LearningonAssembly101
    Actions Top-1· 2018-05-20
    26.7
    best: 41.06 (HandFormer-B/21)
    SOTA
    Two-Stream Adaptive Graph Convolutional Networks for Skeleton-Based Action RecognitionarXiv:1805.07694
  • Zero-Shot LearningonAssembly101
    Object Top-1· 2018-05-20
    33.8
    best: 51.17 (HandFormer-B/21)
    SOTA
    Two-Stream Adaptive Graph Convolutional Networks for Skeleton-Based Action RecognitionarXiv:1805.07694
  • Zero-Shot LearningonAssembly101
    Verbs Top-1· 2018-05-20
    64.4
    best: 69.23 (HandFormer-B/21)
    SOTA
    Two-Stream Adaptive Graph Convolutional Networks for Skeleton-Based Action RecognitionarXiv:1805.07694

Robots3 results

  • Activity RecognitiononAssembly101
    Actions Top-1· 2018-05-20
    26.7
    best: 41.06 (HandFormer-B/21)
    SOTA
    Two-Stream Adaptive Graph Convolutional Networks for Skeleton-Based Action RecognitionarXiv:1805.07694
  • Activity RecognitiononAssembly101
    Object Top-1· 2018-05-20
    33.8
    best: 51.17 (HandFormer-B/21)
    SOTA
    Two-Stream Adaptive Graph Convolutional Networks for Skeleton-Based Action RecognitionarXiv:1805.07694
  • Activity RecognitiononAssembly101
    Verbs Top-1· 2018-05-20
    64.4
    best: 69.23 (HandFormer-B/21)
    SOTA
    Two-Stream Adaptive Graph Convolutional Networks for Skeleton-Based Action RecognitionarXiv:1805.07694

Natural Language Processing3 results

  • 3D Action RecognitiononAssembly101
    Actions Top-1· 2018-05-20
    26.7
    best: 41.06 (HandFormer-B/21)
    SOTA
    Two-Stream Adaptive Graph Convolutional Networks for Skeleton-Based Action RecognitionarXiv:1805.07694
  • 3D Action RecognitiononAssembly101
    Object Top-1· 2018-05-20
    33.8
    best: 51.17 (HandFormer-B/21)
    SOTA
    Two-Stream Adaptive Graph Convolutional Networks for Skeleton-Based Action RecognitionarXiv:1805.07694
  • 3D Action RecognitiononAssembly101
    Verbs Top-1· 2018-05-20
    64.4
    best: 69.23 (HandFormer-B/21)
    SOTA
    Two-Stream Adaptive Graph Convolutional Networks for Skeleton-Based Action RecognitionarXiv:1805.07694

Time Series3 results

  • Action RecognitiononAssembly101
    Actions Top-1· 2018-05-20
    26.7
    best: 41.06 (HandFormer-B/21)
    SOTA
    Two-Stream Adaptive Graph Convolutional Networks for Skeleton-Based Action RecognitionarXiv:1805.07694
  • Action RecognitiononAssembly101
    Object Top-1· 2018-05-20
    33.8
    best: 51.17 (HandFormer-B/21)
    SOTA
    Two-Stream Adaptive Graph Convolutional Networks for Skeleton-Based Action RecognitionarXiv:1805.07694
  • Action RecognitiononAssembly101
    Verbs Top-1· 2018-05-20
    64.4
    best: 69.23 (HandFormer-B/21)
    SOTA
    Two-Stream Adaptive Graph Convolutional Networks for Skeleton-Based Action RecognitionarXiv:1805.07694