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Models/TCN-Summ

TCN-Summ

Reported on 48 benchmarks across 8 tasks · 1 paper · 48 SOTA

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

Computer Vision18 results

  • VideoonFirst-Person Hand Action Benchmark
    1:1 Accuracy· 2021-03-03
    95.93
    best: 96.17 (Boutaleb et al.)
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303
  • VideoonFirst-Person Hand Action Benchmark
    1:3 Accuracy· 2021-03-03
    92.9
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303
  • VideoonFirst-Person Hand Action Benchmark
    3:1 Accuracy· 2021-03-03
    96.76
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303
  • VideoonFirst-Person Hand Action Benchmark
    Cross-person Accuracy· 2021-03-03
    88.7
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303
  • VideoonSHREC 2017 track on 3D Hand Gesture Recognition
    14 gestures accuracy· 2021-03-03
    93.57
    best: 99.85 (RE-TCN)
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303
  • VideoonSHREC 2017 track on 3D Hand Gesture Recognition
    28 gestures accuracy· 2021-03-03
    91.43
    best: 99.95 (RE-TCN)
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303
  • Temporal Action LocalizationonFirst-Person Hand Action Benchmark
    1:1 Accuracy· 2021-03-03
    95.93
    best: 96.17 (Boutaleb et al.)
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303
  • Temporal Action LocalizationonFirst-Person Hand Action Benchmark
    1:3 Accuracy· 2021-03-03
    92.9
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303
  • Temporal Action LocalizationonFirst-Person Hand Action Benchmark
    3:1 Accuracy· 2021-03-03
    96.76
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303
  • Temporal Action LocalizationonFirst-Person Hand Action Benchmark
    Cross-person Accuracy· 2021-03-03
    88.7
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303
  • Temporal Action LocalizationonSHREC 2017 track on 3D Hand Gesture Recognition
    14 gestures accuracy· 2021-03-03
    93.57
    best: 99.85 (RE-TCN)
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303
  • Temporal Action LocalizationonSHREC 2017 track on 3D Hand Gesture Recognition
    28 gestures accuracy· 2021-03-03
    91.43
    best: 99.95 (RE-TCN)
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303
  • Action LocalizationonFirst-Person Hand Action Benchmark
    1:1 Accuracy· 2021-03-03
    95.93
    best: 96.17 (Boutaleb et al.)
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303
  • Action LocalizationonFirst-Person Hand Action Benchmark
    1:3 Accuracy· 2021-03-03
    92.9
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303
  • Action LocalizationonFirst-Person Hand Action Benchmark
    3:1 Accuracy· 2021-03-03
    96.76
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303
  • Action LocalizationonFirst-Person Hand Action Benchmark
    Cross-person Accuracy· 2021-03-03
    88.7
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303
  • Action LocalizationonSHREC 2017 track on 3D Hand Gesture Recognition
    14 gestures accuracy· 2021-03-03
    93.57
    best: 99.85 (RE-TCN)
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303
  • Action LocalizationonSHREC 2017 track on 3D Hand Gesture Recognition
    28 gestures accuracy· 2021-03-03
    91.43
    best: 99.95 (RE-TCN)
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303

Time Series12 results

  • Action DetectiononFirst-Person Hand Action Benchmark
    1:1 Accuracy· 2021-03-03
    95.93
    best: 96.17 (Boutaleb et al.)
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303
  • Action DetectiononFirst-Person Hand Action Benchmark
    1:3 Accuracy· 2021-03-03
    92.9
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303
  • Action DetectiononFirst-Person Hand Action Benchmark
    3:1 Accuracy· 2021-03-03
    96.76
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303
  • Action DetectiononFirst-Person Hand Action Benchmark
    Cross-person Accuracy· 2021-03-03
    88.7
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303
  • Action DetectiononSHREC 2017 track on 3D Hand Gesture Recognition
    14 gestures accuracy· 2021-03-03
    93.57
    best: 99.85 (RE-TCN)
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303
  • Action DetectiononSHREC 2017 track on 3D Hand Gesture Recognition
    28 gestures accuracy· 2021-03-03
    91.43
    best: 99.95 (RE-TCN)
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303
  • Action RecognitiononFirst-Person Hand Action Benchmark
    1:1 Accuracy· 2021-03-03
    95.93
    best: 96.17 (Boutaleb et al.)
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303
  • Action RecognitiononFirst-Person Hand Action Benchmark
    1:3 Accuracy· 2021-03-03
    92.9
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303
  • Action RecognitiononFirst-Person Hand Action Benchmark
    3:1 Accuracy· 2021-03-03
    96.76
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303
  • Action RecognitiononFirst-Person Hand Action Benchmark
    Cross-person Accuracy· 2021-03-03
    88.7
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303
  • Action RecognitiononSHREC 2017 track on 3D Hand Gesture Recognition
    14 gestures accuracy· 2021-03-03
    93.57
    best: 99.85 (RE-TCN)
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303
  • Action RecognitiononSHREC 2017 track on 3D Hand Gesture Recognition
    28 gestures accuracy· 2021-03-03
    91.43
    best: 99.95 (RE-TCN)
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303

Methodology6 results

  • Zero-Shot LearningonFirst-Person Hand Action Benchmark
    1:1 Accuracy· 2021-03-03
    95.93
    best: 96.17 (Boutaleb et al.)
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303
  • Zero-Shot LearningonFirst-Person Hand Action Benchmark
    1:3 Accuracy· 2021-03-03
    92.9
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303
  • Zero-Shot LearningonFirst-Person Hand Action Benchmark
    3:1 Accuracy· 2021-03-03
    96.76
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303
  • Zero-Shot LearningonFirst-Person Hand Action Benchmark
    Cross-person Accuracy· 2021-03-03
    88.7
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303
  • Zero-Shot LearningonSHREC 2017 track on 3D Hand Gesture Recognition
    14 gestures accuracy· 2021-03-03
    93.57
    best: 99.85 (RE-TCN)
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303
  • Zero-Shot LearningonSHREC 2017 track on 3D Hand Gesture Recognition
    28 gestures accuracy· 2021-03-03
    91.43
    best: 99.95 (RE-TCN)
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303

Robots6 results

  • Activity RecognitiononFirst-Person Hand Action Benchmark
    1:1 Accuracy· 2021-03-03
    95.93
    best: 97.91 (Boutaleb et al.)
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303
  • Activity RecognitiononFirst-Person Hand Action Benchmark
    1:3 Accuracy· 2021-03-03
    92.9
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303
  • Activity RecognitiononFirst-Person Hand Action Benchmark
    3:1 Accuracy· 2021-03-03
    96.76
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303
  • Activity RecognitiononFirst-Person Hand Action Benchmark
    Cross-person Accuracy· 2021-03-03
    88.7
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303
  • Activity RecognitiononSHREC 2017 track on 3D Hand Gesture Recognition
    14 gestures accuracy· 2021-03-03
    93.57
    best: 99.85 (RE-TCN)
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303
  • Activity RecognitiononSHREC 2017 track on 3D Hand Gesture Recognition
    28 gestures accuracy· 2021-03-03
    91.43
    best: 99.95 (RE-TCN)
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303

Natural Language Processing6 results

  • 3D Action RecognitiononFirst-Person Hand Action Benchmark
    1:1 Accuracy· 2021-03-03
    95.93
    best: 96.17 (Boutaleb et al.)
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303
  • 3D Action RecognitiononFirst-Person Hand Action Benchmark
    1:3 Accuracy· 2021-03-03
    92.9
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303
  • 3D Action RecognitiononFirst-Person Hand Action Benchmark
    3:1 Accuracy· 2021-03-03
    96.76
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303
  • 3D Action RecognitiononFirst-Person Hand Action Benchmark
    Cross-person Accuracy· 2021-03-03
    88.7
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303
  • 3D Action RecognitiononSHREC 2017 track on 3D Hand Gesture Recognition
    14 gestures accuracy· 2021-03-03
    93.57
    best: 99.85 (RE-TCN)
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303
  • 3D Action RecognitiononSHREC 2017 track on 3D Hand Gesture Recognition
    28 gestures accuracy· 2021-03-03
    91.43
    best: 99.95 (RE-TCN)
    SOTA
    Domain and View-point Agnostic Hand Action RecognitionarXiv:2103.02303