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Models/EffHandEgoNet

EffHandEgoNet

Reported on 18 benchmarks across 8 tasks · 1 paper · 8 SOTA

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

Computer Vision6 results

  • VideoonH2O (2 Hands and Objects)
    Accuracy· 2024-04-14
    91.32
    best: 94.77 (CHASE(STSA-Net))
    SOTA
    In My Perspective, In My Hands: Accurate Egocentric 2D Hand Pose and Action RecognitionarXiv:2404.09308
  • Temporal Action LocalizationonH2O (2 Hands and Objects)
    Accuracy· 2024-04-14
    91.32
    best: 94.77 (CHASE(STSA-Net))
    SOTA
    In My Perspective, In My Hands: Accurate Egocentric 2D Hand Pose and Action RecognitionarXiv:2404.09308
  • Action LocalizationonH2O (2 Hands and Objects)
    Accuracy· 2024-04-14
    91.32
    best: 94.77 (CHASE(STSA-Net))
    SOTA
    In My Perspective, In My Hands: Accurate Egocentric 2D Hand Pose and Action RecognitionarXiv:2404.09308
  • VideoonFirst-Person Hand Action Benchmark
    1:1 Accuracy· 2024-04-14
    94.43
    best: 96.17 (Boutaleb et al.)
    In My Perspective, In My Hands: Accurate Egocentric 2D Hand Pose and Action RecognitionarXiv:2404.09308
  • Temporal Action LocalizationonFirst-Person Hand Action Benchmark
    1:1 Accuracy· 2024-04-14
    94.43
    best: 96.17 (Boutaleb et al.)
    In My Perspective, In My Hands: Accurate Egocentric 2D Hand Pose and Action RecognitionarXiv:2404.09308
  • Action LocalizationonFirst-Person Hand Action Benchmark
    1:1 Accuracy· 2024-04-14
    94.43
    best: 96.17 (Boutaleb et al.)
    In My Perspective, In My Hands: Accurate Egocentric 2D Hand Pose and Action RecognitionarXiv:2404.09308

Time Series5 results

  • Action DetectiononH2O (2 Hands and Objects)
    Accuracy· 2024-04-14
    91.32
    best: 94.77 (CHASE(STSA-Net))
    SOTA
    In My Perspective, In My Hands: Accurate Egocentric 2D Hand Pose and Action RecognitionarXiv:2404.09308
  • Action RecognitiononH2O (2 Hands and Objects)
    Accuracy· 2024-04-14
    91.32
    best: 94.77 (CHASE(STSA-Net))
    SOTA
    In My Perspective, In My Hands: Accurate Egocentric 2D Hand Pose and Action RecognitionarXiv:2404.09308
  • Action DetectiononFirst-Person Hand Action Benchmark
    1:1 Accuracy· 2024-04-14
    94.43
    best: 96.17 (Boutaleb et al.)
    In My Perspective, In My Hands: Accurate Egocentric 2D Hand Pose and Action RecognitionarXiv:2404.09308
  • Action RecognitiononH2O (2 Hands and Objects)
    Actions Top-1· 2024-04-14
    91.32
    best: 93.39 (HandFormer-B/21x8)
    In My Perspective, In My Hands: Accurate Egocentric 2D Hand Pose and Action RecognitionarXiv:2404.09308
  • Action RecognitiononFirst-Person Hand Action Benchmark
    1:1 Accuracy· 2024-04-14
    94.43
    best: 96.17 (Boutaleb et al.)
    In My Perspective, In My Hands: Accurate Egocentric 2D Hand Pose and Action RecognitionarXiv:2404.09308

Robots3 results

  • Activity RecognitiononH2O (2 Hands and Objects)
    Accuracy· 2024-04-14
    91.32
    best: 94.77 (CHASE(STSA-Net))
    SOTA
    In My Perspective, In My Hands: Accurate Egocentric 2D Hand Pose and Action RecognitionarXiv:2404.09308
  • Activity RecognitiononH2O (2 Hands and Objects)
    Actions Top-1· 2024-04-14
    91.32
    best: 93.39 (HandFormer-B/21x8)
    In My Perspective, In My Hands: Accurate Egocentric 2D Hand Pose and Action RecognitionarXiv:2404.09308
  • Activity RecognitiononFirst-Person Hand Action Benchmark
    1:1 Accuracy· 2024-04-14
    94.43
    best: 97.91 (Boutaleb et al.)
    In My Perspective, In My Hands: Accurate Egocentric 2D Hand Pose and Action RecognitionarXiv:2404.09308

Methodology2 results

  • Zero-Shot LearningonH2O (2 Hands and Objects)
    Accuracy· 2024-04-14
    91.32
    best: 94.77 (CHASE(STSA-Net))
    SOTA
    In My Perspective, In My Hands: Accurate Egocentric 2D Hand Pose and Action RecognitionarXiv:2404.09308
  • Zero-Shot LearningonFirst-Person Hand Action Benchmark
    1:1 Accuracy· 2024-04-14
    94.43
    best: 96.17 (Boutaleb et al.)
    In My Perspective, In My Hands: Accurate Egocentric 2D Hand Pose and Action RecognitionarXiv:2404.09308

Natural Language Processing2 results

  • 3D Action RecognitiononH2O (2 Hands and Objects)
    Accuracy· 2024-04-14
    91.32
    best: 94.77 (CHASE(STSA-Net))
    SOTA
    In My Perspective, In My Hands: Accurate Egocentric 2D Hand Pose and Action RecognitionarXiv:2404.09308
  • 3D Action RecognitiononFirst-Person Hand Action Benchmark
    1:1 Accuracy· 2024-04-14
    94.43
    best: 96.17 (Boutaleb et al.)
    In My Perspective, In My Hands: Accurate Egocentric 2D Hand Pose and Action RecognitionarXiv:2404.09308