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Models/DirecFormer

DirecFormer

Reported on 8 benchmarks across 3 tasks · 1 paper · 2 SOTA

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

Robots3 results

  • Activity RecognitiononJester (Gesture Recognition)
    Val· 2022-03-19
    98.15
    SOTA
    DirecFormer: A Directed Attention in Transformer Approach to Robust Action RecognitionarXiv:2203.10233
  • Activity RecognitiononSomething-Something V2
    Top-1 Accuracy· 2022-03-19
    64.94
    best: 77.3 (MVD (Kinetics400 pretrain, ViT-H, 16 frame))
    DirecFormer: A Directed Attention in Transformer Approach to Robust Action RecognitionarXiv:2203.10233
  • Activity RecognitiononSomething-Something V2
    Top-5 Accuracy· 2022-03-19
    87.9
    best: 96.3 (DejaVid)
    DirecFormer: A Directed Attention in Transformer Approach to Robust Action RecognitionarXiv:2203.10233

Time Series3 results

  • Action RecognitiononJester (Gesture Recognition)
    Val· 2022-03-19
    98.15
    SOTA
    DirecFormer: A Directed Attention in Transformer Approach to Robust Action RecognitionarXiv:2203.10233
  • Action RecognitiononSomething-Something V2
    Top-1 Accuracy· 2022-03-19
    64.94
    best: 77.3 (MVD (Kinetics400 pretrain, ViT-H, 16 frame))
    DirecFormer: A Directed Attention in Transformer Approach to Robust Action RecognitionarXiv:2203.10233
  • Action RecognitiononSomething-Something V2
    Top-5 Accuracy· 2022-03-19
    87.9
    best: 96.3 (DejaVid)
    DirecFormer: A Directed Attention in Transformer Approach to Robust Action RecognitionarXiv:2203.10233

Computer Vision2 results

  • VideoonKinetics-400
    Acc@1· 2022-03-19
    82.75
    best: 93.6 (OmniVec2)
    DirecFormer: A Directed Attention in Transformer Approach to Robust Action RecognitionarXiv:2203.10233
  • VideoonKinetics-400
    Acc@5· 2022-03-19
    94.86
    best: 98.9 (TubeViT-H (ImageNet-1k))
    DirecFormer: A Directed Attention in Transformer Approach to Robust Action RecognitionarXiv:2203.10233