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Models/SynSE

SynSE

Reported on 70 benchmarks across 7 tasks · 1 paper · 56 SOTA

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

Computer Vision30 results

  • VideoonNTU RGB+D 120
    Accuracy (10 unseen classes)· 2021-01-27
    62.69
    best: 79.99 (PGFA)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • VideoonNTU RGB+D 120
    Accuracy (24 unseen classes)· 2021-01-27
    38.7
    best: 65.06 (TDSM)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • VideoonNTU RGB+D
    Accuracy (12 unseen classes)· 2021-01-27
    33.3
    best: 56.03 (TDSM)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • VideoonNTU RGB+D
    Random Split Accuracy· 2021-01-27
    64.19
    best: 93.17 (PGFA)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • VideoonNTU RGB+D
    Harmonic Mean (12 unseen classes)· 2021-01-27
    36.33
    best: 49.7 (MSF-GZSSAR)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • VideoonNTU RGB+D
    Harmonic Mean (5 unseen classes)· 2021-01-27
    59.02
    best: 68.83 (MSF-GZSSAR)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • VideoonNTU RGB+D 120
    Harmonic Mean (10 unseen classes)· 2021-01-27
    54.94
    best: 60.42 (SA-DVAE)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • VideoonNTU RGB+D 120
    Harmonic Mean (24 unseen classes)· 2021-01-27
    41.04
    best: 52.4 (MSF-GZSSAR)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Temporal Action LocalizationonNTU RGB+D 120
    Accuracy (10 unseen classes)· 2021-01-27
    62.69
    best: 79.99 (PGFA)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Temporal Action LocalizationonNTU RGB+D 120
    Accuracy (24 unseen classes)· 2021-01-27
    38.7
    best: 65.06 (TDSM)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Temporal Action LocalizationonNTU RGB+D
    Accuracy (12 unseen classes)· 2021-01-27
    33.3
    best: 56.03 (TDSM)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Temporal Action LocalizationonNTU RGB+D
    Random Split Accuracy· 2021-01-27
    64.19
    best: 93.17 (PGFA)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Temporal Action LocalizationonNTU RGB+D
    Harmonic Mean (12 unseen classes)· 2021-01-27
    36.33
    best: 49.7 (MSF-GZSSAR)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Temporal Action LocalizationonNTU RGB+D
    Harmonic Mean (5 unseen classes)· 2021-01-27
    59.02
    best: 68.83 (MSF-GZSSAR)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Temporal Action LocalizationonNTU RGB+D 120
    Harmonic Mean (10 unseen classes)· 2021-01-27
    54.94
    best: 60.42 (SA-DVAE)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Temporal Action LocalizationonNTU RGB+D 120
    Harmonic Mean (24 unseen classes)· 2021-01-27
    41.04
    best: 52.4 (MSF-GZSSAR)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Action LocalizationonNTU RGB+D 120
    Accuracy (10 unseen classes)· 2021-01-27
    62.69
    best: 79.99 (PGFA)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Action LocalizationonNTU RGB+D 120
    Accuracy (24 unseen classes)· 2021-01-27
    38.7
    best: 65.06 (TDSM)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Action LocalizationonNTU RGB+D
    Accuracy (12 unseen classes)· 2021-01-27
    33.3
    best: 56.03 (TDSM)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Action LocalizationonNTU RGB+D
    Random Split Accuracy· 2021-01-27
    64.19
    best: 93.17 (PGFA)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Action LocalizationonNTU RGB+D
    Harmonic Mean (12 unseen classes)· 2021-01-27
    36.33
    best: 49.7 (MSF-GZSSAR)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Action LocalizationonNTU RGB+D
    Harmonic Mean (5 unseen classes)· 2021-01-27
    59.02
    best: 68.83 (MSF-GZSSAR)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Action LocalizationonNTU RGB+D 120
    Harmonic Mean (10 unseen classes)· 2021-01-27
    54.94
    best: 60.42 (SA-DVAE)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Action LocalizationonNTU RGB+D 120
    Harmonic Mean (24 unseen classes)· 2021-01-27
    41.04
    best: 52.4 (MSF-GZSSAR)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • VideoonPKU-MMD
    Random Split Accuracy· 2021-01-27
    53.85
    best: 87.8 (PGFA)
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • VideoonNTU RGB+D
    Accuracy (5 unseen classes)· 2021-01-27
    75.81
    best: 86.49 (TDSM)
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Temporal Action LocalizationonPKU-MMD
    Random Split Accuracy· 2021-01-27
    53.85
    best: 87.8 (PGFA)
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Temporal Action LocalizationonNTU RGB+D
    Accuracy (5 unseen classes)· 2021-01-27
    75.81
    best: 86.49 (TDSM)
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Action LocalizationonPKU-MMD
    Random Split Accuracy· 2021-01-27
    53.85
    best: 87.8 (PGFA)
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Action LocalizationonNTU RGB+D
    Accuracy (5 unseen classes)· 2021-01-27
    75.81
    best: 86.49 (TDSM)
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530

Methodology10 results

  • Zero-Shot LearningonNTU RGB+D 120
    Accuracy (10 unseen classes)· 2021-01-27
    62.69
    best: 79.99 (PGFA)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Zero-Shot LearningonNTU RGB+D 120
    Accuracy (24 unseen classes)· 2021-01-27
    38.7
    best: 65.06 (TDSM)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Zero-Shot LearningonNTU RGB+D
    Accuracy (12 unseen classes)· 2021-01-27
    33.3
    best: 56.03 (TDSM)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Zero-Shot LearningonNTU RGB+D
    Random Split Accuracy· 2021-01-27
    64.19
    best: 93.17 (PGFA)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Zero-Shot LearningonNTU RGB+D
    Harmonic Mean (12 unseen classes)· 2021-01-27
    36.33
    best: 49.7 (MSF-GZSSAR)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Zero-Shot LearningonNTU RGB+D
    Harmonic Mean (5 unseen classes)· 2021-01-27
    59.02
    best: 68.83 (MSF-GZSSAR)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Zero-Shot LearningonNTU RGB+D 120
    Harmonic Mean (10 unseen classes)· 2021-01-27
    54.94
    best: 60.42 (SA-DVAE)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Zero-Shot LearningonNTU RGB+D 120
    Harmonic Mean (24 unseen classes)· 2021-01-27
    41.04
    best: 52.4 (MSF-GZSSAR)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Zero-Shot LearningonPKU-MMD
    Random Split Accuracy· 2021-01-27
    53.85
    best: 87.8 (PGFA)
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Zero-Shot LearningonNTU RGB+D
    Accuracy (5 unseen classes)· 2021-01-27
    75.81
    best: 86.49 (TDSM)
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530

Robots10 results

  • Activity RecognitiononNTU RGB+D 120
    Accuracy (10 unseen classes)· 2021-01-27
    62.69
    best: 79.99 (PGFA)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Activity RecognitiononNTU RGB+D 120
    Accuracy (24 unseen classes)· 2021-01-27
    38.7
    best: 65.06 (TDSM)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Activity RecognitiononNTU RGB+D
    Accuracy (12 unseen classes)· 2021-01-27
    33.3
    best: 56.03 (TDSM)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Activity RecognitiononNTU RGB+D
    Random Split Accuracy· 2021-01-27
    64.19
    best: 93.17 (PGFA)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Activity RecognitiononNTU RGB+D
    Harmonic Mean (12 unseen classes)· 2021-01-27
    36.33
    best: 49.7 (MSF-GZSSAR)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Activity RecognitiononNTU RGB+D
    Harmonic Mean (5 unseen classes)· 2021-01-27
    59.02
    best: 68.83 (MSF-GZSSAR)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Activity RecognitiononNTU RGB+D 120
    Harmonic Mean (10 unseen classes)· 2021-01-27
    54.94
    best: 60.42 (SA-DVAE)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Activity RecognitiononNTU RGB+D 120
    Harmonic Mean (24 unseen classes)· 2021-01-27
    41.04
    best: 52.4 (MSF-GZSSAR)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Activity RecognitiononPKU-MMD
    Random Split Accuracy· 2021-01-27
    53.85
    best: 87.8 (PGFA)
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Activity RecognitiononNTU RGB+D
    Accuracy (5 unseen classes)· 2021-01-27
    75.81
    best: 86.49 (TDSM)
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530

Natural Language Processing10 results

  • 3D Action RecognitiononNTU RGB+D 120
    Accuracy (10 unseen classes)· 2021-01-27
    62.69
    best: 79.99 (PGFA)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • 3D Action RecognitiononNTU RGB+D 120
    Accuracy (24 unseen classes)· 2021-01-27
    38.7
    best: 65.06 (TDSM)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • 3D Action RecognitiononNTU RGB+D
    Accuracy (12 unseen classes)· 2021-01-27
    33.3
    best: 56.03 (TDSM)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • 3D Action RecognitiononNTU RGB+D
    Random Split Accuracy· 2021-01-27
    64.19
    best: 93.17 (PGFA)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • 3D Action RecognitiononNTU RGB+D
    Harmonic Mean (12 unseen classes)· 2021-01-27
    36.33
    best: 49.7 (MSF-GZSSAR)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • 3D Action RecognitiononNTU RGB+D
    Harmonic Mean (5 unseen classes)· 2021-01-27
    59.02
    best: 68.83 (MSF-GZSSAR)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • 3D Action RecognitiononNTU RGB+D 120
    Harmonic Mean (10 unseen classes)· 2021-01-27
    54.94
    best: 60.42 (SA-DVAE)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • 3D Action RecognitiononNTU RGB+D 120
    Harmonic Mean (24 unseen classes)· 2021-01-27
    41.04
    best: 52.4 (MSF-GZSSAR)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • 3D Action RecognitiononPKU-MMD
    Random Split Accuracy· 2021-01-27
    53.85
    best: 87.8 (PGFA)
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • 3D Action RecognitiononNTU RGB+D
    Accuracy (5 unseen classes)· 2021-01-27
    75.81
    best: 86.49 (TDSM)
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530

Time Series10 results

  • Action RecognitiononNTU RGB+D 120
    Accuracy (10 unseen classes)· 2021-01-27
    62.69
    best: 79.99 (PGFA)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Action RecognitiononNTU RGB+D 120
    Accuracy (24 unseen classes)· 2021-01-27
    38.7
    best: 65.06 (TDSM)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Action RecognitiononNTU RGB+D
    Accuracy (12 unseen classes)· 2021-01-27
    33.3
    best: 56.03 (TDSM)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Action RecognitiononNTU RGB+D
    Random Split Accuracy· 2021-01-27
    64.19
    best: 93.17 (PGFA)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Action RecognitiononNTU RGB+D
    Harmonic Mean (12 unseen classes)· 2021-01-27
    36.33
    best: 49.7 (MSF-GZSSAR)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Action RecognitiononNTU RGB+D
    Harmonic Mean (5 unseen classes)· 2021-01-27
    59.02
    best: 68.83 (MSF-GZSSAR)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Action RecognitiononNTU RGB+D 120
    Harmonic Mean (10 unseen classes)· 2021-01-27
    54.94
    best: 60.42 (SA-DVAE)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Action RecognitiononNTU RGB+D 120
    Harmonic Mean (24 unseen classes)· 2021-01-27
    41.04
    best: 52.4 (MSF-GZSSAR)
    SOTA
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Action RecognitiononPKU-MMD
    Random Split Accuracy· 2021-01-27
    53.85
    best: 87.8 (PGFA)
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530
  • Action RecognitiononNTU RGB+D
    Accuracy (5 unseen classes)· 2021-01-27
    75.81
    best: 86.49 (TDSM)
    Syntactically Guided Generative Embeddings for Zero-Shot Skeleton Action RecognitionarXiv:2101.11530