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Models/LTContext

LTContext

Reported on 32 benchmarks across 2 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 Vision32 results

  • Action LocalizationonAssembly101
    F1@10%· 2023-08-22
    33.9
    best: 37.8 (ASQuery)
    SOTA
    How Much Temporal Long-Term Context is Needed for Action Segmentation?arXiv:2308.11358
  • Action LocalizationonAssembly101
    F1@25%· 2023-08-22
    30
    best: 35.6 (ASQuery)
    SOTA
    How Much Temporal Long-Term Context is Needed for Action Segmentation?arXiv:2308.11358
  • Action LocalizationonAssembly101
    F1@50%· 2023-08-22
    22.6
    best: 29.4 (ASQuery)
    SOTA
    How Much Temporal Long-Term Context is Needed for Action Segmentation?arXiv:2308.11358
  • Action LocalizationonAssembly101
    MoF· 2023-08-22
    41.2
    SOTA
    How Much Temporal Long-Term Context is Needed for Action Segmentation?arXiv:2308.11358
  • Action SegmentationonAssembly101
    F1@10%· 2023-08-22
    33.9
    best: 37.8 (ASQuery)
    SOTA
    How Much Temporal Long-Term Context is Needed for Action Segmentation?arXiv:2308.11358
  • Action SegmentationonAssembly101
    F1@25%· 2023-08-22
    30
    best: 35.6 (ASQuery)
    SOTA
    How Much Temporal Long-Term Context is Needed for Action Segmentation?arXiv:2308.11358
  • Action SegmentationonAssembly101
    F1@50%· 2023-08-22
    22.6
    best: 29.4 (ASQuery)
    SOTA
    How Much Temporal Long-Term Context is Needed for Action Segmentation?arXiv:2308.11358
  • Action SegmentationonAssembly101
    MoF· 2023-08-22
    41.2
    SOTA
    How Much Temporal Long-Term Context is Needed for Action Segmentation?arXiv:2308.11358
  • Action Localizationon50 Salads
    Acc· 2023-08-22
    87.7
    best: 91.4 (Br-Prompt+ASPnet (RGB, flow, accelerometer))
    How Much Temporal Long-Term Context is Needed for Action Segmentation?arXiv:2308.11358
  • Action Localizationon50 Salads
    Edit· 2023-08-22
    83.2
    best: 89.1 (Semantic2Graph)
    How Much Temporal Long-Term Context is Needed for Action Segmentation?arXiv:2308.11358
  • Action Localizationon50 Salads
    F1@10%· 2023-08-22
    89.4
    best: 92.7 (Br-Prompt+ASPnet (RGB, flow, accelerometer))
    How Much Temporal Long-Term Context is Needed for Action Segmentation?arXiv:2308.11358
  • Action Localizationon50 Salads
    F1@25%· 2023-08-22
    87.7
    best: 91.6 (Br-Prompt+ASPnet (RGB, flow, accelerometer))
    How Much Temporal Long-Term Context is Needed for Action Segmentation?arXiv:2308.11358
  • Action Localizationon50 Salads
    F1@50%· 2023-08-22
    82
    best: 88.5 (Br-Prompt+ASPnet (RGB, flow, accelerometer))
    How Much Temporal Long-Term Context is Needed for Action Segmentation?arXiv:2308.11358
  • Action LocalizationonAssembly101
    Edit· 2023-08-22
    30.4
    best: 35.3 (ASQuery)
    How Much Temporal Long-Term Context is Needed for Action Segmentation?arXiv:2308.11358
  • Action LocalizationonBreakfast
    Acc· 2023-08-22
    74.2
    best: 78 (AdaFocus (newly extracted I3D-features, LT-Context model))
    How Much Temporal Long-Term Context is Needed for Action Segmentation?arXiv:2308.11358
  • Action LocalizationonBreakfast
    Average F1· 2023-08-22
    70.1
    best: 76.2 (AdaFocus (newly extracted I3D-features, LT-Context model))
    How Much Temporal Long-Term Context is Needed for Action Segmentation?arXiv:2308.11358
  • Action LocalizationonBreakfast
    Edit· 2023-08-22
    77
    best: 79.7 (FACT (efficient hybrid of convolution and transformer model))
    How Much Temporal Long-Term Context is Needed for Action Segmentation?arXiv:2308.11358
  • Action LocalizationonBreakfast
    F1@10%· 2023-08-22
    77.6
    best: 82.1 (AdaFocus (newly extracted I3D-features, LT-Context model))
    How Much Temporal Long-Term Context is Needed for Action Segmentation?arXiv:2308.11358
  • Action LocalizationonBreakfast
    F1@25%· 2023-08-22
    72.6
    best: 79 (AdaFocus (newly extracted I3D-features, LT-Context model))
    How Much Temporal Long-Term Context is Needed for Action Segmentation?arXiv:2308.11358
  • Action LocalizationonBreakfast
    F1@50%· 2023-08-22
    60.1
    best: 67.5 (AdaFocus (newly extracted I3D-features, LT-Context model))
    How Much Temporal Long-Term Context is Needed for Action Segmentation?arXiv:2308.11358
  • Action Segmentationon50 Salads
    Acc· 2023-08-22
    87.7
    best: 91.4 (Br-Prompt+ASPnet (RGB, flow, accelerometer))
    How Much Temporal Long-Term Context is Needed for Action Segmentation?arXiv:2308.11358
  • Action Segmentationon50 Salads
    Edit· 2023-08-22
    83.2
    best: 89.1 (Semantic2Graph)
    How Much Temporal Long-Term Context is Needed for Action Segmentation?arXiv:2308.11358
  • Action Segmentationon50 Salads
    F1@10%· 2023-08-22
    89.4
    best: 92.7 (Br-Prompt+ASPnet (RGB, flow, accelerometer))
    How Much Temporal Long-Term Context is Needed for Action Segmentation?arXiv:2308.11358
  • Action Segmentationon50 Salads
    F1@25%· 2023-08-22
    87.7
    best: 91.6 (Br-Prompt+ASPnet (RGB, flow, accelerometer))
    How Much Temporal Long-Term Context is Needed for Action Segmentation?arXiv:2308.11358
  • Action Segmentationon50 Salads
    F1@50%· 2023-08-22
    82
    best: 88.5 (Br-Prompt+ASPnet (RGB, flow, accelerometer))
    How Much Temporal Long-Term Context is Needed for Action Segmentation?arXiv:2308.11358
  • Action SegmentationonAssembly101
    Edit· 2023-08-22
    30.4
    best: 35.3 (ASQuery)
    How Much Temporal Long-Term Context is Needed for Action Segmentation?arXiv:2308.11358
  • Action SegmentationonBreakfast
    Acc· 2023-08-22
    74.2
    best: 78 (AdaFocus (newly extracted I3D-features, LT-Context model))
    How Much Temporal Long-Term Context is Needed for Action Segmentation?arXiv:2308.11358
  • Action SegmentationonBreakfast
    Average F1· 2023-08-22
    70.1
    best: 76.2 (AdaFocus (newly extracted I3D-features, LT-Context model))
    How Much Temporal Long-Term Context is Needed for Action Segmentation?arXiv:2308.11358
  • Action SegmentationonBreakfast
    Edit· 2023-08-22
    77
    best: 79.7 (FACT (efficient hybrid of convolution and transformer model))
    How Much Temporal Long-Term Context is Needed for Action Segmentation?arXiv:2308.11358
  • Action SegmentationonBreakfast
    F1@10%· 2023-08-22
    77.6
    best: 82.1 (AdaFocus (newly extracted I3D-features, LT-Context model))
    How Much Temporal Long-Term Context is Needed for Action Segmentation?arXiv:2308.11358
  • Action SegmentationonBreakfast
    F1@25%· 2023-08-22
    72.6
    best: 79 (AdaFocus (newly extracted I3D-features, LT-Context model))
    How Much Temporal Long-Term Context is Needed for Action Segmentation?arXiv:2308.11358
  • Action SegmentationonBreakfast
    F1@50%· 2023-08-22
    60.1
    best: 67.5 (AdaFocus (newly extracted I3D-features, LT-Context model))
    How Much Temporal Long-Term Context is Needed for Action Segmentation?arXiv:2308.11358