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Models/TSN

TSN

Reported on 33 benchmarks across 8 tasks · 5 papers · 6 SOTA

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

Computer Vision25 results

  • VideoonKinetics-400
    Acc@1· 2017-08-16
    73.9
    best: 93.6 (OmniVec2)
    SOTA
    ConvNet Architecture Search for Spatiotemporal Feature LearningarXiv:1708.05038
  • VideoonCOIN
    Accuracy (%)· 2017-05-08
    73.4
    best: 93.5 (HERMES)
    SOTA
    Temporal Segment Networks for Action Recognition in VideosarXiv:1705.02953
  • Video ClassificationonCOIN
    Accuracy (%)· 2017-05-08
    73.4
    best: 93.5 (HERMES)
    SOTA
    Temporal Segment Networks for Action Recognition in VideosarXiv:1705.02953
  • VideoonKinetics-400
    Acc@5· 2016-08-02
    91.1
    best: 98.9 (TubeViT-H (ImageNet-1k))
    SOTA
    Temporal Segment Networks: Towards Good Practices for Deep Action RecognitionarXiv:1608.00859
  • VideoonKinetics-400
    Acc@1· 2017-08-16
    73.9
    best: 93.6 (OmniVec2)
    ConvNet Architecture Search for Spatiotemporal Feature LearningarXiv:1708.05038
  • VideoonTHUMOS 2014
    mAP@0.1:0.5
    57.2
    best: 71.6 (HR-Pro)
  • VideoonTHUMOS 2014
    mAP@0.1:0.7
    46.2
    best: 60.3 (HR-Pro)
  • VideoonTHUMOS 2014
    mAP@0.5
    37.1
    best: 52.2 (HR-Pro)
  • VideoonActivityNet-1.3
    mAP@0.5
    41.8
    best: 45.1 (PivoTAL)
  • VideoonActivityNet-1.3
    mAP@0.5:0.95
    26.3
    best: 28.8 (SAL)
  • Temporal Action LocalizationonTHUMOS 2014
    mAP@0.1:0.5
    57.2
    best: 71.6 (HR-Pro)
  • Temporal Action LocalizationonTHUMOS 2014
    mAP@0.1:0.7
    46.2
    best: 60.3 (HR-Pro)
  • Temporal Action LocalizationonTHUMOS 2014
    mAP@0.5
    37.1
    best: 52.2 (HR-Pro)
  • Temporal Action LocalizationonActivityNet-1.3
    mAP@0.5
    41.8
    best: 45.1 (PivoTAL)
  • Temporal Action LocalizationonActivityNet-1.3
    mAP@0.5:0.95
    26.3
    best: 28.8 (SAL)
  • Action LocalizationonTHUMOS 2014
    mAP@0.1:0.5
    57.2
    best: 71.6 (HR-Pro)
  • Action LocalizationonTHUMOS 2014
    mAP@0.1:0.7
    46.2
    best: 60.3 (HR-Pro)
  • Action LocalizationonTHUMOS 2014
    mAP@0.5
    37.1
    best: 52.2 (HR-Pro)
  • Action LocalizationonActivityNet-1.3
    mAP@0.5
    41.8
    best: 45.1 (PivoTAL)
  • Action LocalizationonActivityNet-1.3
    mAP@0.5:0.95
    26.3
    best: 28.8 (SAL)
  • Weakly Supervised Action LocalizationonTHUMOS 2014
    mAP@0.1:0.5
    57.2
    best: 71.6 (HR-Pro)
  • Weakly Supervised Action LocalizationonTHUMOS 2014
    mAP@0.1:0.7
    46.2
    best: 60.3 (HR-Pro)
  • Weakly Supervised Action LocalizationonTHUMOS 2014
    mAP@0.5
    37.1
    best: 52.2 (HR-Pro)
  • Weakly Supervised Action LocalizationonActivityNet-1.3
    mAP@0.5
    41.8
    best: 45.1 (PivoTAL)
  • Weakly Supervised Action LocalizationonActivityNet-1.3
    mAP@0.5:0.95
    26.3
    best: 28.8 (SAL)

Methodology5 results

  • Zero-Shot LearningonTHUMOS 2014
    mAP@0.1:0.5
    57.2
    best: 71.6 (HR-Pro)
  • Zero-Shot LearningonTHUMOS 2014
    mAP@0.1:0.7
    46.2
    best: 60.3 (HR-Pro)
  • Zero-Shot LearningonTHUMOS 2014
    mAP@0.5
    37.1
    best: 52.2 (HR-Pro)
  • Zero-Shot LearningonActivityNet-1.3
    mAP@0.5
    41.8
    best: 45.1 (PivoTAL)
  • Zero-Shot LearningonActivityNet-1.3
    mAP@0.5:0.95
    26.3
    best: 28.8 (SAL)

Robots2 results

  • Activity RecognitiononHAA500
    Top-1 (%)· 2020-09-11
    64.4
    SOTA
    HAA500: Human-Centric Atomic Action Dataset with Curated VideosarXiv:2009.05224
  • Activity RecognitiononEPIC-KITCHENS-100
    Action@1· 2020-06-23
    33.57
    best: 58.3 (LLaVAction)
    Rescaling Egocentric VisionarXiv:2006.13256

Time Series2 results

  • Action RecognitiononHAA500
    Top-1 (%)· 2020-09-11
    64.4
    SOTA
    HAA500: Human-Centric Atomic Action Dataset with Curated VideosarXiv:2009.05224
  • Action RecognitiononEPIC-KITCHENS-100
    Action@1· 2020-06-23
    33.57
    best: 58.3 (LLaVAction)
    Rescaling Egocentric VisionarXiv:2006.13256