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Models/SF-TMN(ASFormer)

SF-TMN(ASFormer)

Reported on 33 benchmarks across 3 tasks · 1 paper · 5 SOTA

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

Computer Vision33 results

  • Action Localizationon50 Salads
    Acc· 2023-06-15
    89.8
    best: 91.4 (Br-Prompt+ASPnet (RGB, flow, accelerometer))
    SOTA
    SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase RecognitionarXiv:2306.08859
  • Action LocalizationonBreakfast
    Acc· 2023-06-15
    77
    best: 78 (AdaFocus (newly extracted I3D-features, LT-Context model))
    SOTA
    SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase RecognitionarXiv:2306.08859
  • Action Segmentationon50 Salads
    Acc· 2023-06-15
    89.8
    best: 91.4 (Br-Prompt+ASPnet (RGB, flow, accelerometer))
    SOTA
    SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase RecognitionarXiv:2306.08859
  • Action SegmentationonBreakfast
    Acc· 2023-06-15
    77
    best: 78 (AdaFocus (newly extracted I3D-features, LT-Context model))
    SOTA
    SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase RecognitionarXiv:2306.08859
  • Surgical phase recognitiononCholec80
    Acc· 2023-06-15
    95.43
    SOTA
    SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase RecognitionarXiv:2306.08859
  • Action Localizationon50 Salads
    Edit· 2023-06-15
    84.4
    best: 89.1 (Semantic2Graph)
    SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase RecognitionarXiv:2306.08859
  • Action Localizationon50 Salads
    F1@10%· 2023-06-15
    89.1
    best: 92.7 (Br-Prompt+ASPnet (RGB, flow, accelerometer))
    SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase RecognitionarXiv:2306.08859
  • Action Localizationon50 Salads
    F1@25%· 2023-06-15
    88
    best: 91.6 (Br-Prompt+ASPnet (RGB, flow, accelerometer))
    SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase RecognitionarXiv:2306.08859
  • Action Localizationon50 Salads
    F1@50%· 2023-06-15
    82.9
    best: 88.5 (Br-Prompt+ASPnet (RGB, flow, accelerometer))
    SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase RecognitionarXiv:2306.08859
  • Action LocalizationonGTEA
    Acc· 2023-06-15
    83
    best: 89.8 (Semantic2Graph)
    SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase RecognitionarXiv:2306.08859
  • Action LocalizationonGTEA
    Edit· 2023-06-15
    88.9
    best: 93.5 (FACT)
    SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase RecognitionarXiv:2306.08859
  • Action LocalizationonGTEA
    F1@10%· 2023-06-15
    91.9
    best: 96.1 (FACT)
    SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase RecognitionarXiv:2306.08859
  • Action LocalizationonGTEA
    F1@25%· 2023-06-15
    90.7
    best: 95.6 (FACT)
    SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase RecognitionarXiv:2306.08859
  • Action LocalizationonGTEA
    F1@50%· 2023-06-15
    83.1
    best: 91.3 (Semantic2Graph)
    SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase RecognitionarXiv:2306.08859
  • Action LocalizationonBreakfast
    Average F1· 2023-06-15
    71.6
    best: 76.2 (AdaFocus (newly extracted I3D-features, LT-Context model))
    SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase RecognitionarXiv:2306.08859
  • Action LocalizationonBreakfast
    Edit· 2023-06-15
    77
    best: 79.7 (FACT (efficient hybrid of convolution and transformer model))
    SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase RecognitionarXiv:2306.08859
  • Action LocalizationonBreakfast
    F1@10%· 2023-06-15
    78.7
    best: 82.1 (AdaFocus (newly extracted I3D-features, LT-Context model))
    SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase RecognitionarXiv:2306.08859
  • Action LocalizationonBreakfast
    F1@25%· 2023-06-15
    74
    best: 79 (AdaFocus (newly extracted I3D-features, LT-Context model))
    SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase RecognitionarXiv:2306.08859
  • Action LocalizationonBreakfast
    F1@50%· 2023-06-15
    62.2
    best: 67.5 (AdaFocus (newly extracted I3D-features, LT-Context model))
    SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase RecognitionarXiv:2306.08859
  • Action Segmentationon50 Salads
    Edit· 2023-06-15
    84.4
    best: 89.1 (Semantic2Graph)
    SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase RecognitionarXiv:2306.08859
  • Action Segmentationon50 Salads
    F1@10%· 2023-06-15
    89.1
    best: 92.7 (Br-Prompt+ASPnet (RGB, flow, accelerometer))
    SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase RecognitionarXiv:2306.08859
  • Action Segmentationon50 Salads
    F1@25%· 2023-06-15
    88
    best: 91.6 (Br-Prompt+ASPnet (RGB, flow, accelerometer))
    SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase RecognitionarXiv:2306.08859
  • Action Segmentationon50 Salads
    F1@50%· 2023-06-15
    82.9
    best: 88.5 (Br-Prompt+ASPnet (RGB, flow, accelerometer))
    SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase RecognitionarXiv:2306.08859
  • Action SegmentationonGTEA
    Acc· 2023-06-15
    83
    best: 89.8 (Semantic2Graph)
    SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase RecognitionarXiv:2306.08859
  • Action SegmentationonGTEA
    Edit· 2023-06-15
    88.9
    best: 93.5 (FACT)
    SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase RecognitionarXiv:2306.08859
  • Action SegmentationonGTEA
    F1@10%· 2023-06-15
    91.9
    best: 96.1 (FACT)
    SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase RecognitionarXiv:2306.08859
  • Action SegmentationonGTEA
    F1@25%· 2023-06-15
    90.7
    best: 95.6 (FACT)
    SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase RecognitionarXiv:2306.08859
  • Action SegmentationonGTEA
    F1@50%· 2023-06-15
    83.1
    best: 91.3 (Semantic2Graph)
    SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase RecognitionarXiv:2306.08859
  • Action SegmentationonBreakfast
    Average F1· 2023-06-15
    71.6
    best: 76.2 (AdaFocus (newly extracted I3D-features, LT-Context model))
    SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase RecognitionarXiv:2306.08859
  • Action SegmentationonBreakfast
    Edit· 2023-06-15
    77
    best: 79.7 (FACT (efficient hybrid of convolution and transformer model))
    SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase RecognitionarXiv:2306.08859
  • Action SegmentationonBreakfast
    F1@10%· 2023-06-15
    78.7
    best: 82.1 (AdaFocus (newly extracted I3D-features, LT-Context model))
    SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase RecognitionarXiv:2306.08859
  • Action SegmentationonBreakfast
    F1@25%· 2023-06-15
    74
    best: 79 (AdaFocus (newly extracted I3D-features, LT-Context model))
    SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase RecognitionarXiv:2306.08859
  • Action SegmentationonBreakfast
    F1@50%· 2023-06-15
    62.2
    best: 67.5 (AdaFocus (newly extracted I3D-features, LT-Context model))
    SF-TMN: SlowFast Temporal Modeling Network for Surgical Phase RecognitionarXiv:2306.08859