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Models/MSF-GZSSAR

MSF-GZSSAR

Reported on 28 benchmarks across 7 tasks · 1 paper · 28 SOTA

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
    Harmonic Mean (12 unseen classes)· uses extra data· 2023-09-18
    49.7
    SOTA
    Multi-Semantic Fusion Model for Generalized Zero-Shot Skeleton-Based Action RecognitionarXiv:2309.09592
  • VideoonNTU RGB+D
    Harmonic Mean (5 unseen classes)· uses extra data· 2023-09-18
    68.83
    SOTA
    Multi-Semantic Fusion Model for Generalized Zero-Shot Skeleton-Based Action RecognitionarXiv:2309.09592
  • VideoonNTU RGB+D 120
    Harmonic Mean (10 unseen classes)· uses extra data· 2023-09-18
    57.4
    best: 60.42 (SA-DVAE)
    SOTA
    Multi-Semantic Fusion Model for Generalized Zero-Shot Skeleton-Based Action RecognitionarXiv:2309.09592
  • VideoonNTU RGB+D 120
    Harmonic Mean (24 unseen classes)· uses extra data· 2023-09-18
    52.4
    SOTA
    Multi-Semantic Fusion Model for Generalized Zero-Shot Skeleton-Based Action RecognitionarXiv:2309.09592
  • Temporal Action LocalizationonNTU RGB+D
    Harmonic Mean (12 unseen classes)· uses extra data· 2023-09-18
    49.7
    SOTA
    Multi-Semantic Fusion Model for Generalized Zero-Shot Skeleton-Based Action RecognitionarXiv:2309.09592
  • Temporal Action LocalizationonNTU RGB+D
    Harmonic Mean (5 unseen classes)· uses extra data· 2023-09-18
    68.83
    SOTA
    Multi-Semantic Fusion Model for Generalized Zero-Shot Skeleton-Based Action RecognitionarXiv:2309.09592
  • Temporal Action LocalizationonNTU RGB+D 120
    Harmonic Mean (10 unseen classes)· uses extra data· 2023-09-18
    57.4
    best: 60.42 (SA-DVAE)
    SOTA
    Multi-Semantic Fusion Model for Generalized Zero-Shot Skeleton-Based Action RecognitionarXiv:2309.09592
  • Temporal Action LocalizationonNTU RGB+D 120
    Harmonic Mean (24 unseen classes)· uses extra data· 2023-09-18
    52.4
    SOTA
    Multi-Semantic Fusion Model for Generalized Zero-Shot Skeleton-Based Action RecognitionarXiv:2309.09592
  • Action LocalizationonNTU RGB+D
    Harmonic Mean (12 unseen classes)· uses extra data· 2023-09-18
    49.7
    SOTA
    Multi-Semantic Fusion Model for Generalized Zero-Shot Skeleton-Based Action RecognitionarXiv:2309.09592
  • Action LocalizationonNTU RGB+D
    Harmonic Mean (5 unseen classes)· uses extra data· 2023-09-18
    68.83
    SOTA
    Multi-Semantic Fusion Model for Generalized Zero-Shot Skeleton-Based Action RecognitionarXiv:2309.09592
  • Action LocalizationonNTU RGB+D 120
    Harmonic Mean (10 unseen classes)· uses extra data· 2023-09-18
    57.4
    best: 60.42 (SA-DVAE)
    SOTA
    Multi-Semantic Fusion Model for Generalized Zero-Shot Skeleton-Based Action RecognitionarXiv:2309.09592
  • Action LocalizationonNTU RGB+D 120
    Harmonic Mean (24 unseen classes)· uses extra data· 2023-09-18
    52.4
    SOTA
    Multi-Semantic Fusion Model for Generalized Zero-Shot Skeleton-Based Action RecognitionarXiv:2309.09592

Methodology4 results

  • Zero-Shot LearningonNTU RGB+D
    Harmonic Mean (12 unseen classes)· uses extra data· 2023-09-18
    49.7
    SOTA
    Multi-Semantic Fusion Model for Generalized Zero-Shot Skeleton-Based Action RecognitionarXiv:2309.09592
  • Zero-Shot LearningonNTU RGB+D
    Harmonic Mean (5 unseen classes)· uses extra data· 2023-09-18
    68.83
    SOTA
    Multi-Semantic Fusion Model for Generalized Zero-Shot Skeleton-Based Action RecognitionarXiv:2309.09592
  • Zero-Shot LearningonNTU RGB+D 120
    Harmonic Mean (10 unseen classes)· uses extra data· 2023-09-18
    57.4
    best: 60.42 (SA-DVAE)
    SOTA
    Multi-Semantic Fusion Model for Generalized Zero-Shot Skeleton-Based Action RecognitionarXiv:2309.09592
  • Zero-Shot LearningonNTU RGB+D 120
    Harmonic Mean (24 unseen classes)· uses extra data· 2023-09-18
    52.4
    SOTA
    Multi-Semantic Fusion Model for Generalized Zero-Shot Skeleton-Based Action RecognitionarXiv:2309.09592

Robots4 results

  • Activity RecognitiononNTU RGB+D
    Harmonic Mean (12 unseen classes)· uses extra data· 2023-09-18
    49.7
    SOTA
    Multi-Semantic Fusion Model for Generalized Zero-Shot Skeleton-Based Action RecognitionarXiv:2309.09592
  • Activity RecognitiononNTU RGB+D
    Harmonic Mean (5 unseen classes)· uses extra data· 2023-09-18
    68.83
    SOTA
    Multi-Semantic Fusion Model for Generalized Zero-Shot Skeleton-Based Action RecognitionarXiv:2309.09592
  • Activity RecognitiononNTU RGB+D 120
    Harmonic Mean (10 unseen classes)· uses extra data· 2023-09-18
    57.4
    best: 60.42 (SA-DVAE)
    SOTA
    Multi-Semantic Fusion Model for Generalized Zero-Shot Skeleton-Based Action RecognitionarXiv:2309.09592
  • Activity RecognitiononNTU RGB+D 120
    Harmonic Mean (24 unseen classes)· uses extra data· 2023-09-18
    52.4
    SOTA
    Multi-Semantic Fusion Model for Generalized Zero-Shot Skeleton-Based Action RecognitionarXiv:2309.09592

Natural Language Processing4 results

  • 3D Action RecognitiononNTU RGB+D
    Harmonic Mean (12 unseen classes)· uses extra data· 2023-09-18
    49.7
    SOTA
    Multi-Semantic Fusion Model for Generalized Zero-Shot Skeleton-Based Action RecognitionarXiv:2309.09592
  • 3D Action RecognitiononNTU RGB+D
    Harmonic Mean (5 unseen classes)· uses extra data· 2023-09-18
    68.83
    SOTA
    Multi-Semantic Fusion Model for Generalized Zero-Shot Skeleton-Based Action RecognitionarXiv:2309.09592
  • 3D Action RecognitiononNTU RGB+D 120
    Harmonic Mean (10 unseen classes)· uses extra data· 2023-09-18
    57.4
    best: 60.42 (SA-DVAE)
    SOTA
    Multi-Semantic Fusion Model for Generalized Zero-Shot Skeleton-Based Action RecognitionarXiv:2309.09592
  • 3D Action RecognitiononNTU RGB+D 120
    Harmonic Mean (24 unseen classes)· uses extra data· 2023-09-18
    52.4
    SOTA
    Multi-Semantic Fusion Model for Generalized Zero-Shot Skeleton-Based Action RecognitionarXiv:2309.09592

Time Series4 results

  • Action RecognitiononNTU RGB+D
    Harmonic Mean (12 unseen classes)· uses extra data· 2023-09-18
    49.7
    SOTA
    Multi-Semantic Fusion Model for Generalized Zero-Shot Skeleton-Based Action RecognitionarXiv:2309.09592
  • Action RecognitiononNTU RGB+D
    Harmonic Mean (5 unseen classes)· uses extra data· 2023-09-18
    68.83
    SOTA
    Multi-Semantic Fusion Model for Generalized Zero-Shot Skeleton-Based Action RecognitionarXiv:2309.09592
  • Action RecognitiononNTU RGB+D 120
    Harmonic Mean (10 unseen classes)· uses extra data· 2023-09-18
    57.4
    best: 60.42 (SA-DVAE)
    SOTA
    Multi-Semantic Fusion Model for Generalized Zero-Shot Skeleton-Based Action RecognitionarXiv:2309.09592
  • Action RecognitiononNTU RGB+D 120
    Harmonic Mean (24 unseen classes)· uses extra data· 2023-09-18
    52.4
    SOTA
    Multi-Semantic Fusion Model for Generalized Zero-Shot Skeleton-Based Action RecognitionarXiv:2309.09592