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Models/BCN

BCN

Reported on 32 benchmarks across 2 tasks

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

Computer Vision32 results

  • Action Localizationon50 Salads
    Acc
    84.4
    best: 91.4 (Br-Prompt+ASPnet (RGB, flow, accelerometer))
  • Action Localizationon50 Salads
    Edit
    74.3
    best: 89.1 (Semantic2Graph)
  • Action Localizationon50 Salads
    F1@10%
    82.3
    best: 92.7 (Br-Prompt+ASPnet (RGB, flow, accelerometer))
  • Action Localizationon50 Salads
    F1@25%
    81.3
    best: 91.6 (Br-Prompt+ASPnet (RGB, flow, accelerometer))
  • Action Localizationon50 Salads
    F1@50%
    74
    best: 88.5 (Br-Prompt+ASPnet (RGB, flow, accelerometer))
  • Action LocalizationonGTEA
    Acc
    79.8
    best: 89.8 (Semantic2Graph)
  • Action LocalizationonGTEA
    Edit
    84.4
    best: 93.5 (FACT)
  • Action LocalizationonGTEA
    F1@10%
    88.5
    best: 96.1 (FACT)
  • Action LocalizationonGTEA
    F1@25%
    87.1
    best: 95.6 (FACT)
  • Action LocalizationonGTEA
    F1@50%
    77.3
    best: 91.3 (Semantic2Graph)
  • Action LocalizationonBreakfast
    Acc
    70.4
    best: 78 (AdaFocus (newly extracted I3D-features, LT-Context model))
  • Action LocalizationonBreakfast
    Average F1
    63.1
    best: 76.2 (AdaFocus (newly extracted I3D-features, LT-Context model))
  • Action LocalizationonBreakfast
    Edit
    66.2
    best: 79.7 (FACT (efficient hybrid of convolution and transformer model))
  • Action LocalizationonBreakfast
    F1@10%
    68.7
    best: 82.1 (AdaFocus (newly extracted I3D-features, LT-Context model))
  • Action LocalizationonBreakfast
    F1@25%
    65.5
    best: 79 (AdaFocus (newly extracted I3D-features, LT-Context model))
  • Action LocalizationonBreakfast
    F1@50%
    55
    best: 67.5 (AdaFocus (newly extracted I3D-features, LT-Context model))
  • Action Segmentationon50 Salads
    Acc
    84.4
    best: 91.4 (Br-Prompt+ASPnet (RGB, flow, accelerometer))
  • Action Segmentationon50 Salads
    Edit
    74.3
    best: 89.1 (Semantic2Graph)
  • Action Segmentationon50 Salads
    F1@10%
    82.3
    best: 92.7 (Br-Prompt+ASPnet (RGB, flow, accelerometer))
  • Action Segmentationon50 Salads
    F1@25%
    81.3
    best: 91.6 (Br-Prompt+ASPnet (RGB, flow, accelerometer))
  • Action Segmentationon50 Salads
    F1@50%
    74
    best: 88.5 (Br-Prompt+ASPnet (RGB, flow, accelerometer))
  • Action SegmentationonGTEA
    Acc
    79.8
    best: 89.8 (Semantic2Graph)
  • Action SegmentationonGTEA
    Edit
    84.4
    best: 93.5 (FACT)
  • Action SegmentationonGTEA
    F1@10%
    88.5
    best: 96.1 (FACT)
  • Action SegmentationonGTEA
    F1@25%
    87.1
    best: 95.6 (FACT)
  • Action SegmentationonGTEA
    F1@50%
    77.3
    best: 91.3 (Semantic2Graph)
  • Action SegmentationonBreakfast
    Acc
    70.4
    best: 78 (AdaFocus (newly extracted I3D-features, LT-Context model))
  • Action SegmentationonBreakfast
    Average F1
    63.1
    best: 76.2 (AdaFocus (newly extracted I3D-features, LT-Context model))
  • Action SegmentationonBreakfast
    Edit
    66.2
    best: 79.7 (FACT (efficient hybrid of convolution and transformer model))
  • Action SegmentationonBreakfast
    F1@10%
    68.7
    best: 82.1 (AdaFocus (newly extracted I3D-features, LT-Context model))
  • Action SegmentationonBreakfast
    F1@25%
    65.5
    best: 79 (AdaFocus (newly extracted I3D-features, LT-Context model))
  • Action SegmentationonBreakfast
    F1@50%
    55
    best: 67.5 (AdaFocus (newly extracted I3D-features, LT-Context model))