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Models/ATM

ATM

Reported on 11 benchmarks across 4 tasks · 2 papers

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· 2023-07-18
    65.6
    best: 70 (InternVideo)
    What Can Simple Arithmetic Operations Do for Temporal Modeling?arXiv:2307.08908
  • Activity RecognitiononSomething-Something V1
    Top 5 Accuracy· 2023-07-18
    88.6
    best: 91.9 (VideoMAE V2-g)
    What Can Simple Arithmetic Operations Do for Temporal Modeling?arXiv:2307.08908
  • Activity RecognitiononSomething-Something V2
    Top-1 Accuracy· 2023-07-18
    74.6
    best: 77.3 (MVD (Kinetics400 pretrain, ViT-H, 16 frame))
    What Can Simple Arithmetic Operations Do for Temporal Modeling?arXiv:2307.08908
  • Activity RecognitiononSomething-Something V2
    Top-5 Accuracy· 2023-07-18
    94.4
    best: 96.3 (DejaVid)
    What Can Simple Arithmetic Operations Do for Temporal Modeling?arXiv:2307.08908

Time Series4 results

  • Action RecognitiononSomething-Something V1
    Top 1 Accuracy· 2023-07-18
    65.6
    best: 70 (InternVideo)
    What Can Simple Arithmetic Operations Do for Temporal Modeling?arXiv:2307.08908
  • Action RecognitiononSomething-Something V1
    Top 5 Accuracy· 2023-07-18
    88.6
    best: 91.9 (VideoMAE V2-g)
    What Can Simple Arithmetic Operations Do for Temporal Modeling?arXiv:2307.08908
  • Action RecognitiononSomething-Something V2
    Top-1 Accuracy· 2023-07-18
    74.6
    best: 77.3 (MVD (Kinetics400 pretrain, ViT-H, 16 frame))
    What Can Simple Arithmetic Operations Do for Temporal Modeling?arXiv:2307.08908
  • Action RecognitiononSomething-Something V2
    Top-5 Accuracy· 2023-07-18
    94.4
    best: 96.3 (DejaVid)
    What Can Simple Arithmetic Operations Do for Temporal Modeling?arXiv:2307.08908

Computer Vision2 results

  • VideoonKinetics-400
    Acc@1· 2023-07-18
    89.4
    best: 93.6 (OmniVec2)
    What Can Simple Arithmetic Operations Do for Temporal Modeling?arXiv:2307.08908
  • VideoonKinetics-400
    Acc@5· 2023-07-18
    98.3
    best: 98.9 (TubeViT-H (ImageNet-1k))
    What Can Simple Arithmetic Operations Do for Temporal Modeling?arXiv:2307.08908

Reasoning1 result

  • Video Question AnsweringonNExT-QA
    Accuracy· 2023-09-05
    58.3
    best: 85.5 (LinVT-Qwen2-VL (7B))
    ATM: Action Temporality Modeling for Video Question AnsweringarXiv:2309.02290