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Models/Action Capsules

Action Capsules

Reported on 24 benchmarks across 8 tasks · 1 paper · 8 SOTA

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

Computer Vision9 results

  • VideoonN-UCLA
    Accuracy· 2023-01-30
    97.3
    best: 99.1 (DSCNet (RGB + Pose))
    SOTA
    Action Capsules: Human Skeleton Action RecognitionarXiv:2301.13090
  • Temporal Action LocalizationonN-UCLA
    Accuracy· 2023-01-30
    97.3
    best: 99.1 (DSCNet (RGB + Pose))
    SOTA
    Action Capsules: Human Skeleton Action RecognitionarXiv:2301.13090
  • Action LocalizationonN-UCLA
    Accuracy· 2023-01-30
    97.3
    best: 99.1 (DSCNet (RGB + Pose))
    SOTA
    Action Capsules: Human Skeleton Action RecognitionarXiv:2301.13090
  • VideoonNTU RGB+D
    Accuracy (CS)· 2023-01-30
    90
    best: 94.3 (Hulk(Finetune, ViT-L))
    Action Capsules: Human Skeleton Action RecognitionarXiv:2301.13090
  • VideoonNTU RGB+D
    Accuracy (CV)· 2023-01-30
    96.3
    best: 98.3 (ST-GCN [PYSKL, 2D Skeleton])
    Action Capsules: Human Skeleton Action RecognitionarXiv:2301.13090
  • Temporal Action LocalizationonNTU RGB+D
    Accuracy (CS)· 2023-01-30
    90
    best: 94.3 (Hulk(Finetune, ViT-L))
    Action Capsules: Human Skeleton Action RecognitionarXiv:2301.13090
  • Temporal Action LocalizationonNTU RGB+D
    Accuracy (CV)· 2023-01-30
    96.3
    best: 98.3 (ST-GCN [PYSKL, 2D Skeleton])
    Action Capsules: Human Skeleton Action RecognitionarXiv:2301.13090
  • Action LocalizationonNTU RGB+D
    Accuracy (CS)· 2023-01-30
    90
    best: 94.3 (Hulk(Finetune, ViT-L))
    Action Capsules: Human Skeleton Action RecognitionarXiv:2301.13090
  • Action LocalizationonNTU RGB+D
    Accuracy (CV)· 2023-01-30
    96.3
    best: 98.3 (ST-GCN [PYSKL, 2D Skeleton])
    Action Capsules: Human Skeleton Action RecognitionarXiv:2301.13090

Time Series6 results

  • Action DetectiononN-UCLA
    Accuracy· 2023-01-30
    97.3
    best: 99.1 (DSCNet (RGB + Pose))
    SOTA
    Action Capsules: Human Skeleton Action RecognitionarXiv:2301.13090
  • Action RecognitiononN-UCLA
    Accuracy· 2023-01-30
    97.3
    best: 99.1 (DSCNet (RGB + Pose))
    SOTA
    Action Capsules: Human Skeleton Action RecognitionarXiv:2301.13090
  • Action DetectiononNTU RGB+D
    Accuracy (CS)· 2023-01-30
    90
    best: 94.3 (Hulk(Finetune, ViT-L))
    Action Capsules: Human Skeleton Action RecognitionarXiv:2301.13090
  • Action DetectiononNTU RGB+D
    Accuracy (CV)· 2023-01-30
    96.3
    best: 98.3 (ST-GCN [PYSKL, 2D Skeleton])
    Action Capsules: Human Skeleton Action RecognitionarXiv:2301.13090
  • Action RecognitiononNTU RGB+D
    Accuracy (CS)· 2023-01-30
    90
    best: 97.4 (DSCNet (RGB + Pose))
    Action Capsules: Human Skeleton Action RecognitionarXiv:2301.13090
  • Action RecognitiononNTU RGB+D
    Accuracy (CV)· 2023-01-30
    96.3
    best: 99.6 (PoseC3D (RGB + Pose))
    Action Capsules: Human Skeleton Action RecognitionarXiv:2301.13090

Methodology3 results

  • Zero-Shot LearningonN-UCLA
    Accuracy· 2023-01-30
    97.3
    best: 99.1 (DSCNet (RGB + Pose))
    SOTA
    Action Capsules: Human Skeleton Action RecognitionarXiv:2301.13090
  • Zero-Shot LearningonNTU RGB+D
    Accuracy (CS)· 2023-01-30
    90
    best: 94.3 (Hulk(Finetune, ViT-L))
    Action Capsules: Human Skeleton Action RecognitionarXiv:2301.13090
  • Zero-Shot LearningonNTU RGB+D
    Accuracy (CV)· 2023-01-30
    96.3
    best: 98.3 (ST-GCN [PYSKL, 2D Skeleton])
    Action Capsules: Human Skeleton Action RecognitionarXiv:2301.13090

Robots3 results

  • Activity RecognitiononN-UCLA
    Accuracy· 2023-01-30
    97.3
    best: 99.1 (DSCNet (RGB + Pose))
    SOTA
    Action Capsules: Human Skeleton Action RecognitionarXiv:2301.13090
  • Activity RecognitiononNTU RGB+D
    Accuracy (CS)· 2023-01-30
    90
    best: 97.4 (DSCNet (RGB + Pose))
    Action Capsules: Human Skeleton Action RecognitionarXiv:2301.13090
  • Activity RecognitiononNTU RGB+D
    Accuracy (CV)· 2023-01-30
    96.3
    best: 99.6 (PoseC3D (RGB + Pose))
    Action Capsules: Human Skeleton Action RecognitionarXiv:2301.13090

Natural Language Processing3 results

  • 3D Action RecognitiononN-UCLA
    Accuracy· 2023-01-30
    97.3
    best: 99.1 (DSCNet (RGB + Pose))
    SOTA
    Action Capsules: Human Skeleton Action RecognitionarXiv:2301.13090
  • 3D Action RecognitiononNTU RGB+D
    Accuracy (CS)· 2023-01-30
    90
    best: 94.3 (Hulk(Finetune, ViT-L))
    Action Capsules: Human Skeleton Action RecognitionarXiv:2301.13090
  • 3D Action RecognitiononNTU RGB+D
    Accuracy (CV)· 2023-01-30
    96.3
    best: 98.3 (ST-GCN [PYSKL, 2D Skeleton])
    Action Capsules: Human Skeleton Action RecognitionarXiv:2301.13090