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Models/PURLS

PURLS

Reported on 28 benchmarks across 7 tasks · 1 paper · 14 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 120
    Accuracy (10 unseen classes)· 2024-06-19
    71.95
    best: 79.99 (PGFA)
    SOTA
    Part-aware Unified Representation of Language and Skeleton for Zero-shot Action RecognitionarXiv:2406.13327
  • VideoonNTU RGB+D 120
    Accuracy (24 unseen classes)· 2024-06-19
    52.01
    best: 65.06 (TDSM)
    SOTA
    Part-aware Unified Representation of Language and Skeleton for Zero-shot Action RecognitionarXiv:2406.13327
  • Temporal Action LocalizationonNTU RGB+D 120
    Accuracy (10 unseen classes)· 2024-06-19
    71.95
    best: 79.99 (PGFA)
    SOTA
    Part-aware Unified Representation of Language and Skeleton for Zero-shot Action RecognitionarXiv:2406.13327
  • Temporal Action LocalizationonNTU RGB+D 120
    Accuracy (24 unseen classes)· 2024-06-19
    52.01
    best: 65.06 (TDSM)
    SOTA
    Part-aware Unified Representation of Language and Skeleton for Zero-shot Action RecognitionarXiv:2406.13327
  • Action LocalizationonNTU RGB+D 120
    Accuracy (10 unseen classes)· 2024-06-19
    71.95
    best: 79.99 (PGFA)
    SOTA
    Part-aware Unified Representation of Language and Skeleton for Zero-shot Action RecognitionarXiv:2406.13327
  • Action LocalizationonNTU RGB+D 120
    Accuracy (24 unseen classes)· 2024-06-19
    52.01
    best: 65.06 (TDSM)
    SOTA
    Part-aware Unified Representation of Language and Skeleton for Zero-shot Action RecognitionarXiv:2406.13327
  • VideoonNTU RGB+D
    Accuracy (12 unseen classes)· 2024-06-19
    40.99
    best: 56.03 (TDSM)
    Part-aware Unified Representation of Language and Skeleton for Zero-shot Action RecognitionarXiv:2406.13327
  • VideoonNTU RGB+D
    Accuracy (5 unseen classes)· 2024-06-19
    79.23
    best: 86.49 (TDSM)
    Part-aware Unified Representation of Language and Skeleton for Zero-shot Action RecognitionarXiv:2406.13327
  • Temporal Action LocalizationonNTU RGB+D
    Accuracy (12 unseen classes)· 2024-06-19
    40.99
    best: 56.03 (TDSM)
    Part-aware Unified Representation of Language and Skeleton for Zero-shot Action RecognitionarXiv:2406.13327
  • Temporal Action LocalizationonNTU RGB+D
    Accuracy (5 unseen classes)· 2024-06-19
    79.23
    best: 86.49 (TDSM)
    Part-aware Unified Representation of Language and Skeleton for Zero-shot Action RecognitionarXiv:2406.13327
  • Action LocalizationonNTU RGB+D
    Accuracy (12 unseen classes)· 2024-06-19
    40.99
    best: 56.03 (TDSM)
    Part-aware Unified Representation of Language and Skeleton for Zero-shot Action RecognitionarXiv:2406.13327
  • Action LocalizationonNTU RGB+D
    Accuracy (5 unseen classes)· 2024-06-19
    79.23
    best: 86.49 (TDSM)
    Part-aware Unified Representation of Language and Skeleton for Zero-shot Action RecognitionarXiv:2406.13327

Methodology4 results

  • Zero-Shot LearningonNTU RGB+D 120
    Accuracy (10 unseen classes)· 2024-06-19
    71.95
    best: 79.99 (PGFA)
    SOTA
    Part-aware Unified Representation of Language and Skeleton for Zero-shot Action RecognitionarXiv:2406.13327
  • Zero-Shot LearningonNTU RGB+D 120
    Accuracy (24 unseen classes)· 2024-06-19
    52.01
    best: 65.06 (TDSM)
    SOTA
    Part-aware Unified Representation of Language and Skeleton for Zero-shot Action RecognitionarXiv:2406.13327
  • Zero-Shot LearningonNTU RGB+D
    Accuracy (12 unseen classes)· 2024-06-19
    40.99
    best: 56.03 (TDSM)
    Part-aware Unified Representation of Language and Skeleton for Zero-shot Action RecognitionarXiv:2406.13327
  • Zero-Shot LearningonNTU RGB+D
    Accuracy (5 unseen classes)· 2024-06-19
    79.23
    best: 86.49 (TDSM)
    Part-aware Unified Representation of Language and Skeleton for Zero-shot Action RecognitionarXiv:2406.13327

Robots4 results

  • Activity RecognitiononNTU RGB+D 120
    Accuracy (10 unseen classes)· 2024-06-19
    71.95
    best: 79.99 (PGFA)
    SOTA
    Part-aware Unified Representation of Language and Skeleton for Zero-shot Action RecognitionarXiv:2406.13327
  • Activity RecognitiononNTU RGB+D 120
    Accuracy (24 unseen classes)· 2024-06-19
    52.01
    best: 65.06 (TDSM)
    SOTA
    Part-aware Unified Representation of Language and Skeleton for Zero-shot Action RecognitionarXiv:2406.13327
  • Activity RecognitiononNTU RGB+D
    Accuracy (12 unseen classes)· 2024-06-19
    40.99
    best: 56.03 (TDSM)
    Part-aware Unified Representation of Language and Skeleton for Zero-shot Action RecognitionarXiv:2406.13327
  • Activity RecognitiononNTU RGB+D
    Accuracy (5 unseen classes)· 2024-06-19
    79.23
    best: 86.49 (TDSM)
    Part-aware Unified Representation of Language and Skeleton for Zero-shot Action RecognitionarXiv:2406.13327

Natural Language Processing4 results

  • 3D Action RecognitiononNTU RGB+D 120
    Accuracy (10 unseen classes)· 2024-06-19
    71.95
    best: 79.99 (PGFA)
    SOTA
    Part-aware Unified Representation of Language and Skeleton for Zero-shot Action RecognitionarXiv:2406.13327
  • 3D Action RecognitiononNTU RGB+D 120
    Accuracy (24 unseen classes)· 2024-06-19
    52.01
    best: 65.06 (TDSM)
    SOTA
    Part-aware Unified Representation of Language and Skeleton for Zero-shot Action RecognitionarXiv:2406.13327
  • 3D Action RecognitiononNTU RGB+D
    Accuracy (12 unseen classes)· 2024-06-19
    40.99
    best: 56.03 (TDSM)
    Part-aware Unified Representation of Language and Skeleton for Zero-shot Action RecognitionarXiv:2406.13327
  • 3D Action RecognitiononNTU RGB+D
    Accuracy (5 unseen classes)· 2024-06-19
    79.23
    best: 86.49 (TDSM)
    Part-aware Unified Representation of Language and Skeleton for Zero-shot Action RecognitionarXiv:2406.13327

Time Series4 results

  • Action RecognitiononNTU RGB+D 120
    Accuracy (10 unseen classes)· 2024-06-19
    71.95
    best: 79.99 (PGFA)
    SOTA
    Part-aware Unified Representation of Language and Skeleton for Zero-shot Action RecognitionarXiv:2406.13327
  • Action RecognitiononNTU RGB+D 120
    Accuracy (24 unseen classes)· 2024-06-19
    52.01
    best: 65.06 (TDSM)
    SOTA
    Part-aware Unified Representation of Language and Skeleton for Zero-shot Action RecognitionarXiv:2406.13327
  • Action RecognitiononNTU RGB+D
    Accuracy (12 unseen classes)· 2024-06-19
    40.99
    best: 56.03 (TDSM)
    Part-aware Unified Representation of Language and Skeleton for Zero-shot Action RecognitionarXiv:2406.13327
  • Action RecognitiononNTU RGB+D
    Accuracy (5 unseen classes)· 2024-06-19
    79.23
    best: 86.49 (TDSM)
    Part-aware Unified Representation of Language and Skeleton for Zero-shot Action RecognitionarXiv:2406.13327