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Models/TDN ResNet101 (one clip, center crop, 8+16 ensemble, ImageNet pretrained, RGB only)

TDN ResNet101 (one clip, center crop, 8+16 ensemble, ImageNet pretrained, RGB only)

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

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

Robots4 results

  • Activity RecognitiononSomething-Something V1
    Top 1 Accuracy· 2020-12-18
    56.8
    best: 70 (InternVideo)
    SOTA
    TDN: Temporal Difference Networks for Efficient Action RecognitionarXiv:2012.10071
  • Activity RecognitiononSomething-Something V1
    Top 5 Accuracy· 2020-12-18
    84.1
    best: 91.9 (VideoMAE V2-g)
    TDN: Temporal Difference Networks for Efficient Action RecognitionarXiv:2012.10071
  • Activity RecognitiononSomething-Something V2
    Top-1 Accuracy· uses extra data· 2020-12-18
    68.2
    best: 77.3 (MVD (Kinetics400 pretrain, ViT-H, 16 frame))
    TDN: Temporal Difference Networks for Efficient Action RecognitionarXiv:2012.10071
  • Activity RecognitiononSomething-Something V2
    Top-5 Accuracy· uses extra data· 2020-12-18
    91.6
    best: 96.3 (DejaVid)
    TDN: Temporal Difference Networks for Efficient Action RecognitionarXiv:2012.10071

Time Series4 results

  • Action RecognitiononSomething-Something V1
    Top 1 Accuracy· 2020-12-18
    56.8
    best: 70 (InternVideo)
    SOTA
    TDN: Temporal Difference Networks for Efficient Action RecognitionarXiv:2012.10071
  • Action RecognitiononSomething-Something V1
    Top 5 Accuracy· 2020-12-18
    84.1
    best: 91.9 (VideoMAE V2-g)
    TDN: Temporal Difference Networks for Efficient Action RecognitionarXiv:2012.10071
  • Action RecognitiononSomething-Something V2
    Top-1 Accuracy· uses extra data· 2020-12-18
    68.2
    best: 77.3 (MVD (Kinetics400 pretrain, ViT-H, 16 frame))
    TDN: Temporal Difference Networks for Efficient Action RecognitionarXiv:2012.10071
  • Action RecognitiononSomething-Something V2
    Top-5 Accuracy· uses extra data· 2020-12-18
    91.6
    best: 96.3 (DejaVid)
    TDN: Temporal Difference Networks for Efficient Action RecognitionarXiv:2012.10071