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Models/LA-GCN

LA-GCN

Reported on 56 benchmarks across 8 tasks · 1 paper · 20 SOTA

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

Computer Vision21 results

  • VideoonNTU RGB+D 120
    Accuracy (Cross-Setup)· uses extra data· 2023-05-21
    91.8
    best: 92.2 (ProtoGCN)
    SOTA
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • VideoonNTU RGB+D 120
    Accuracy (Cross-Subject)· uses extra data· 2023-05-21
    90.7
    best: 90.9 (ProtoGCN)
    SOTA
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • VideoonN-UCLA
    Accuracy· 2023-05-21
    97.6
    best: 99.1 (DSCNet (RGB + Pose))
    SOTA
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • Temporal Action LocalizationonNTU RGB+D 120
    Accuracy (Cross-Setup)· uses extra data· 2023-05-21
    91.8
    best: 92.2 (ProtoGCN)
    SOTA
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • Temporal Action LocalizationonNTU RGB+D 120
    Accuracy (Cross-Subject)· uses extra data· 2023-05-21
    90.7
    best: 90.9 (ProtoGCN)
    SOTA
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • Temporal Action LocalizationonN-UCLA
    Accuracy· 2023-05-21
    97.6
    best: 99.1 (DSCNet (RGB + Pose))
    SOTA
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • Action LocalizationonNTU RGB+D 120
    Accuracy (Cross-Setup)· uses extra data· 2023-05-21
    91.8
    best: 92.2 (ProtoGCN)
    SOTA
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • Action LocalizationonNTU RGB+D 120
    Accuracy (Cross-Subject)· uses extra data· 2023-05-21
    90.7
    best: 90.9 (ProtoGCN)
    SOTA
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • Action LocalizationonN-UCLA
    Accuracy· 2023-05-21
    97.6
    best: 99.1 (DSCNet (RGB + Pose))
    SOTA
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • VideoonNTU RGB+D 120
    Ensembled Modalities· uses extra data· 2023-05-21
    6
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • VideoonNTU RGB+D
    Accuracy (CS)· uses extra data· 2023-05-21
    93.5
    best: 94.3 (Hulk(Finetune, ViT-L))
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • VideoonNTU RGB+D
    Accuracy (CV)· uses extra data· 2023-05-21
    97.2
    best: 98.3 (ST-GCN [PYSKL, 2D Skeleton])
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • VideoonNTU RGB+D
    Ensembled Modalities· uses extra data· 2023-05-21
    6
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • Temporal Action LocalizationonNTU RGB+D 120
    Ensembled Modalities· uses extra data· 2023-05-21
    6
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • Temporal Action LocalizationonNTU RGB+D
    Accuracy (CS)· uses extra data· 2023-05-21
    93.5
    best: 94.3 (Hulk(Finetune, ViT-L))
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • Temporal Action LocalizationonNTU RGB+D
    Accuracy (CV)· uses extra data· 2023-05-21
    97.2
    best: 98.3 (ST-GCN [PYSKL, 2D Skeleton])
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • Temporal Action LocalizationonNTU RGB+D
    Ensembled Modalities· uses extra data· 2023-05-21
    6
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • Action LocalizationonNTU RGB+D 120
    Ensembled Modalities· uses extra data· 2023-05-21
    6
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • Action LocalizationonNTU RGB+D
    Accuracy (CS)· uses extra data· 2023-05-21
    93.5
    best: 94.3 (Hulk(Finetune, ViT-L))
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • Action LocalizationonNTU RGB+D
    Accuracy (CV)· uses extra data· 2023-05-21
    97.2
    best: 98.3 (ST-GCN [PYSKL, 2D Skeleton])
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • Action LocalizationonNTU RGB+D
    Ensembled Modalities· uses extra data· 2023-05-21
    6
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398

Time Series14 results

  • Action DetectiononNTU RGB+D 120
    Accuracy (Cross-Setup)· uses extra data· 2023-05-21
    91.8
    best: 92.2 (ProtoGCN)
    SOTA
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • Action DetectiononNTU RGB+D 120
    Accuracy (Cross-Subject)· uses extra data· 2023-05-21
    90.7
    best: 90.9 (ProtoGCN)
    SOTA
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • Action DetectiononN-UCLA
    Accuracy· 2023-05-21
    97.6
    best: 99.1 (DSCNet (RGB + Pose))
    SOTA
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • Action RecognitiononN-UCLA
    Accuracy· 2023-05-21
    97.6
    best: 99.1 (DSCNet (RGB + Pose))
    SOTA
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • Action DetectiononNTU RGB+D 120
    Ensembled Modalities· uses extra data· 2023-05-21
    6
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • Action DetectiononNTU RGB+D
    Accuracy (CS)· uses extra data· 2023-05-21
    93.5
    best: 94.3 (Hulk(Finetune, ViT-L))
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • Action DetectiononNTU RGB+D
    Accuracy (CV)· uses extra data· 2023-05-21
    97.2
    best: 98.3 (ST-GCN [PYSKL, 2D Skeleton])
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • Action DetectiononNTU RGB+D
    Ensembled Modalities· uses extra data· 2023-05-21
    6
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • Action RecognitiononNTU RGB+D 120
    Accuracy (Cross-Setup)· uses extra data· 2023-05-21
    91.8
    best: 96.7 (DSCNet (RGB + Pose))
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • Action RecognitiononNTU RGB+D 120
    Accuracy (Cross-Subject)· uses extra data· 2023-05-21
    90.7
    best: 95.6 (DSCNet (RGB + Pose))
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • Action RecognitiononNTU RGB+D 120
    Ensembled Modalities· uses extra data· 2023-05-21
    6
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • Action RecognitiononNTU RGB+D
    Accuracy (CS)· uses extra data· 2023-05-21
    93.5
    best: 97.4 (DSCNet (RGB + Pose))
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • Action RecognitiononNTU RGB+D
    Accuracy (CV)· uses extra data· 2023-05-21
    97.2
    best: 99.6 (PoseC3D (RGB + Pose))
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • Action RecognitiononNTU RGB+D
    Ensembled Modalities· uses extra data· 2023-05-21
    6
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398

Methodology7 results

  • Zero-Shot LearningonNTU RGB+D 120
    Accuracy (Cross-Setup)· uses extra data· 2023-05-21
    91.8
    best: 92.2 (ProtoGCN)
    SOTA
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • Zero-Shot LearningonNTU RGB+D 120
    Accuracy (Cross-Subject)· uses extra data· 2023-05-21
    90.7
    best: 90.9 (ProtoGCN)
    SOTA
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • Zero-Shot LearningonN-UCLA
    Accuracy· 2023-05-21
    97.6
    best: 99.1 (DSCNet (RGB + Pose))
    SOTA
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • Zero-Shot LearningonNTU RGB+D 120
    Ensembled Modalities· uses extra data· 2023-05-21
    6
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • Zero-Shot LearningonNTU RGB+D
    Accuracy (CS)· uses extra data· 2023-05-21
    93.5
    best: 94.3 (Hulk(Finetune, ViT-L))
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • Zero-Shot LearningonNTU RGB+D
    Accuracy (CV)· uses extra data· 2023-05-21
    97.2
    best: 98.3 (ST-GCN [PYSKL, 2D Skeleton])
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • Zero-Shot LearningonNTU RGB+D
    Ensembled Modalities· uses extra data· 2023-05-21
    6
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398

Robots7 results

  • Activity RecognitiononN-UCLA
    Accuracy· 2023-05-21
    97.6
    best: 99.1 (DSCNet (RGB + Pose))
    SOTA
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • Activity RecognitiononNTU RGB+D 120
    Accuracy (Cross-Setup)· uses extra data· 2023-05-21
    91.8
    best: 96.7 (DSCNet (RGB + Pose))
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • Activity RecognitiononNTU RGB+D 120
    Accuracy (Cross-Subject)· uses extra data· 2023-05-21
    90.7
    best: 95.6 (DSCNet (RGB + Pose))
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • Activity RecognitiononNTU RGB+D 120
    Ensembled Modalities· uses extra data· 2023-05-21
    6
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • Activity RecognitiononNTU RGB+D
    Accuracy (CS)· uses extra data· 2023-05-21
    93.5
    best: 97.4 (DSCNet (RGB + Pose))
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • Activity RecognitiononNTU RGB+D
    Accuracy (CV)· uses extra data· 2023-05-21
    97.2
    best: 99.6 (PoseC3D (RGB + Pose))
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • Activity RecognitiononNTU RGB+D
    Ensembled Modalities· uses extra data· 2023-05-21
    6
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398

Natural Language Processing7 results

  • 3D Action RecognitiononNTU RGB+D 120
    Accuracy (Cross-Setup)· uses extra data· 2023-05-21
    91.8
    best: 92.2 (ProtoGCN)
    SOTA
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • 3D Action RecognitiononNTU RGB+D 120
    Accuracy (Cross-Subject)· uses extra data· 2023-05-21
    90.7
    best: 90.9 (ProtoGCN)
    SOTA
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • 3D Action RecognitiononN-UCLA
    Accuracy· 2023-05-21
    97.6
    best: 99.1 (DSCNet (RGB + Pose))
    SOTA
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • 3D Action RecognitiononNTU RGB+D 120
    Ensembled Modalities· uses extra data· 2023-05-21
    6
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • 3D Action RecognitiononNTU RGB+D
    Accuracy (CS)· uses extra data· 2023-05-21
    93.5
    best: 94.3 (Hulk(Finetune, ViT-L))
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • 3D Action RecognitiononNTU RGB+D
    Accuracy (CV)· uses extra data· 2023-05-21
    97.2
    best: 98.3 (ST-GCN [PYSKL, 2D Skeleton])
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398
  • 3D Action RecognitiononNTU RGB+D
    Ensembled Modalities· uses extra data· 2023-05-21
    6
    Language Knowledge-Assisted Representation Learning for Skeleton-Based Action RecognitionarXiv:2305.12398