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Models/MoViNet-A4

MoViNet-A4

Reported on 13 benchmarks across 3 tasks · 1 paper

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

Computer Vision7 results

  • VideoonKinetics-700
    Top-1 Accuracy· 2021-03-21
    70.7
    best: 85.9 (InternVideo2-6B)
    MoViNets: Mobile Video Networks for Efficient Video RecognitionarXiv:2103.11511
  • VideoonCharades
    MAP· 2021-03-21
    48.5
    best: 66.3 (TokenLearner)
    MoViNets: Mobile Video Networks for Efficient Video RecognitionarXiv:2103.11511
  • VideoonMiT
    Top 1 Accuracy· 2021-03-21
    37.9
    best: 53.1 (OmniVec2)
    MoViNets: Mobile Video Networks for Efficient Video RecognitionarXiv:2103.11511
  • VideoonKinetics-400
    Acc@1· 2021-03-21
    80.5
    best: 93.6 (OmniVec2)
    MoViNets: Mobile Video Networks for Efficient Video RecognitionarXiv:2103.11511
  • VideoonKinetics-400
    Acc@5· 2021-03-21
    94.5
    best: 98.9 (TubeViT-H (ImageNet-1k))
    MoViNets: Mobile Video Networks for Efficient Video RecognitionarXiv:2103.11511
  • VideoonKinetics-600
    Top-1 Accuracy· 2021-03-21
    81.2
    best: 91.9 (InternVideo2-6B)
    MoViNets: Mobile Video Networks for Efficient Video RecognitionarXiv:2103.11511
  • VideoonKinetics-600
    Top-5 Accuracy· 2021-03-21
    94.9
    best: 98.9 (TubeVit-H)
    MoViNets: Mobile Video Networks for Efficient Video RecognitionarXiv:2103.11511

Robots3 results

  • Activity RecognitiononEPIC-KITCHENS-100
    Action@1· 2021-03-21
    44.4
    best: 58.3 (LLaVAction)
    MoViNets: Mobile Video Networks for Efficient Video RecognitionarXiv:2103.11511
  • Activity RecognitiononEPIC-KITCHENS-100
    Noun@1· 2021-03-21
    56.2
    best: 69 (LLaVAction)
    MoViNets: Mobile Video Networks for Efficient Video RecognitionarXiv:2103.11511
  • Activity RecognitiononEPIC-KITCHENS-100
    Verb@1· 2021-03-21
    68.8
    best: 76.2 (TIM)
    MoViNets: Mobile Video Networks for Efficient Video RecognitionarXiv:2103.11511

Time Series3 results

  • Action RecognitiononEPIC-KITCHENS-100
    Action@1· 2021-03-21
    44.4
    best: 58.3 (LLaVAction)
    MoViNets: Mobile Video Networks for Efficient Video RecognitionarXiv:2103.11511
  • Action RecognitiononEPIC-KITCHENS-100
    Noun@1· 2021-03-21
    56.2
    best: 69 (LLaVAction)
    MoViNets: Mobile Video Networks for Efficient Video RecognitionarXiv:2103.11511
  • Action RecognitiononEPIC-KITCHENS-100
    Verb@1· 2021-03-21
    68.8
    best: 76.2 (TIM)
    MoViNets: Mobile Video Networks for Efficient Video RecognitionarXiv:2103.11511