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Models/4s Shift-GCN

4s Shift-GCN

Reported on 32 benchmarks across 8 tasks

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

Computer Vision12 results

  • VideoonNTU RGB+D 120
    Ensembled Modalities
    4
    best: 6 (ProtoGCN)
  • VideoonNTU RGB+D
    Accuracy (CS)· uses extra data
    90.7
    best: 94.3 (Hulk(Finetune, ViT-L))
  • VideoonNTU RGB+D
    Accuracy (CV)· uses extra data
    96.5
    best: 98.3 (ST-GCN [PYSKL, 2D Skeleton])
  • VideoonNTU RGB+D
    Ensembled Modalities· uses extra data
    4
    best: 6 (ProtoGCN)
  • Temporal Action LocalizationonNTU RGB+D 120
    Ensembled Modalities
    4
    best: 6 (ProtoGCN)
  • Temporal Action LocalizationonNTU RGB+D
    Accuracy (CS)· uses extra data
    90.7
    best: 94.3 (Hulk(Finetune, ViT-L))
  • Temporal Action LocalizationonNTU RGB+D
    Accuracy (CV)· uses extra data
    96.5
    best: 98.3 (ST-GCN [PYSKL, 2D Skeleton])
  • Temporal Action LocalizationonNTU RGB+D
    Ensembled Modalities· uses extra data
    4
    best: 6 (ProtoGCN)
  • Action LocalizationonNTU RGB+D 120
    Ensembled Modalities
    4
    best: 6 (ProtoGCN)
  • Action LocalizationonNTU RGB+D
    Accuracy (CS)· uses extra data
    90.7
    best: 94.3 (Hulk(Finetune, ViT-L))
  • Action LocalizationonNTU RGB+D
    Accuracy (CV)· uses extra data
    96.5
    best: 98.3 (ST-GCN [PYSKL, 2D Skeleton])
  • Action LocalizationonNTU RGB+D
    Ensembled Modalities· uses extra data
    4
    best: 6 (ProtoGCN)

Time Series8 results

  • Action DetectiononNTU RGB+D 120
    Ensembled Modalities
    4
    best: 6 (ProtoGCN)
  • Action DetectiononNTU RGB+D
    Accuracy (CS)· uses extra data
    90.7
    best: 94.3 (Hulk(Finetune, ViT-L))
  • Action DetectiononNTU RGB+D
    Accuracy (CV)· uses extra data
    96.5
    best: 98.3 (ST-GCN [PYSKL, 2D Skeleton])
  • Action DetectiononNTU RGB+D
    Ensembled Modalities· uses extra data
    4
    best: 6 (ProtoGCN)
  • Action RecognitiononNTU RGB+D 120
    Ensembled Modalities
    4
    best: 6 (ProtoGCN)
  • Action RecognitiononNTU RGB+D
    Accuracy (CS)· uses extra data
    90.7
    best: 97.4 (DSCNet (RGB + Pose))
  • Action RecognitiononNTU RGB+D
    Accuracy (CV)· uses extra data
    96.5
    best: 99.6 (PoseC3D (RGB + Pose))
  • Action RecognitiononNTU RGB+D
    Ensembled Modalities· uses extra data
    4
    best: 6 (ProtoGCN)

Methodology4 results

  • Zero-Shot LearningonNTU RGB+D 120
    Ensembled Modalities
    4
    best: 6 (ProtoGCN)
  • Zero-Shot LearningonNTU RGB+D
    Accuracy (CS)· uses extra data
    90.7
    best: 94.3 (Hulk(Finetune, ViT-L))
  • Zero-Shot LearningonNTU RGB+D
    Accuracy (CV)· uses extra data
    96.5
    best: 98.3 (ST-GCN [PYSKL, 2D Skeleton])
  • Zero-Shot LearningonNTU RGB+D
    Ensembled Modalities· uses extra data
    4
    best: 6 (ProtoGCN)

Robots4 results

  • Activity RecognitiononNTU RGB+D 120
    Ensembled Modalities
    4
    best: 6 (ProtoGCN)
  • Activity RecognitiononNTU RGB+D
    Accuracy (CS)· uses extra data
    90.7
    best: 97.4 (DSCNet (RGB + Pose))
  • Activity RecognitiononNTU RGB+D
    Accuracy (CV)· uses extra data
    96.5
    best: 99.6 (PoseC3D (RGB + Pose))
  • Activity RecognitiononNTU RGB+D
    Ensembled Modalities· uses extra data
    4
    best: 6 (ProtoGCN)

Natural Language Processing4 results

  • 3D Action RecognitiononNTU RGB+D 120
    Ensembled Modalities
    4
    best: 6 (ProtoGCN)
  • 3D Action RecognitiononNTU RGB+D
    Accuracy (CS)· uses extra data
    90.7
    best: 94.3 (Hulk(Finetune, ViT-L))
  • 3D Action RecognitiononNTU RGB+D
    Accuracy (CV)· uses extra data
    96.5
    best: 98.3 (ST-GCN [PYSKL, 2D Skeleton])
  • 3D Action RecognitiononNTU RGB+D
    Ensembled Modalities· uses extra data
    4
    best: 6 (ProtoGCN)