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Models/ATSN

ATSN

Reported on 60 benchmarks across 5 tasks · 1 paper · 40 SOTA

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

Computer Vision24 results

  • Action AnticipationonEPIC-KITCHENS-55 (Seen test set (S1))
    Top 1 Accuracy - Noun· 2018-04-08
    16.22
    best: 51.56 (Abstract Goal)
    SOTA
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • Action AnticipationonEPIC-KITCHENS-55 (Seen test set (S1))
    Top 1 Accuracy - Verb· 2018-04-08
    31.81
    best: 35.44 (ImagineRNN)
    SOTA
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • Action AnticipationonEPIC-KITCHENS-55 (Seen test set (S1))
    Top 5 Accuracy - Act.· 2018-04-08
    28.21
    best: 38.29 (Abstract Goal)
    SOTA
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • Action AnticipationonEPIC-KITCHENS-55 (Seen test set (S1))
    Top 5 Accuracy - Noun· 2018-04-08
    42.15
    best: 58.01 (Abstract Goal)
    SOTA
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • Action AnticipationonEPIC-KITCHENS-55 (Seen test set (S1))
    Top 5 Accuracy - Verb· 2018-04-08
    76.56
    best: 82.56 (Abstract Goal)
    SOTA
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • Action AnticipationonEPIC-KITCHENS-55 (Unseen test set (S2)
    Top 1 Accuracy - Noun· 2018-04-08
    10.41
    best: 22.36 (Abstract Goal)
    SOTA
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • Action AnticipationonEPIC-KITCHENS-55 (Unseen test set (S2)
    Top 1 Accuracy - Verb· 2018-04-08
    25.3
    best: 41.41 (Abstract Goal)
    SOTA
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • Action AnticipationonEPIC-KITCHENS-55 (Unseen test set (S2)
    Top 5 Accuracy - Noun· 2018-04-08
    29.5
    best: 41.62 (Abstract Goal)
    SOTA
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • Action Recognition In VideosonEPIC-KITCHENS-55 (Seen test set (S1))
    Top 1 Accuracy - Noun· 2018-04-08
    16.22
    best: 51.56 (Abstract Goal)
    SOTA
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • Action Recognition In VideosonEPIC-KITCHENS-55 (Seen test set (S1))
    Top 1 Accuracy - Verb· 2018-04-08
    31.81
    best: 35.44 (ImagineRNN)
    SOTA
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • Action Recognition In VideosonEPIC-KITCHENS-55 (Seen test set (S1))
    Top 5 Accuracy - Act.· 2018-04-08
    28.21
    best: 38.29 (Abstract Goal)
    SOTA
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • Action Recognition In VideosonEPIC-KITCHENS-55 (Seen test set (S1))
    Top 5 Accuracy - Noun· 2018-04-08
    42.15
    best: 58.01 (Abstract Goal)
    SOTA
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • Action Recognition In VideosonEPIC-KITCHENS-55 (Seen test set (S1))
    Top 5 Accuracy - Verb· 2018-04-08
    76.56
    best: 82.56 (Abstract Goal)
    SOTA
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • Action Recognition In VideosonEPIC-KITCHENS-55 (Unseen test set (S2)
    Top 1 Accuracy - Noun· 2018-04-08
    10.41
    best: 22.36 (Abstract Goal)
    SOTA
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • Action Recognition In VideosonEPIC-KITCHENS-55 (Unseen test set (S2)
    Top 1 Accuracy - Verb· 2018-04-08
    25.3
    best: 41.41 (Abstract Goal)
    SOTA
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • Action Recognition In VideosonEPIC-KITCHENS-55 (Unseen test set (S2)
    Top 5 Accuracy - Noun· 2018-04-08
    29.5
    best: 41.62 (Abstract Goal)
    SOTA
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • Action AnticipationonEPIC-KITCHENS-55 (Seen test set (S1))
    Top 1 Accuracy - Act.· 2018-04-08
    6
    best: 22.03 (Abstract Goal)
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • Action AnticipationonEPIC-KITCHENS-55 (Unseen test set (S2)
    Top 1 Accuracy - Act.· 2018-04-08
    2.39
    best: 13.28 (Abstract Goal)
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • Action AnticipationonEPIC-KITCHENS-55 (Unseen test set (S2)
    Top 5 Accuracy - Act.· 2018-04-08
    6.63
    best: 24.27 (AVT+)
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • Action AnticipationonEPIC-KITCHENS-55 (Unseen test set (S2)
    Top 5 Accuracy - Verb· 2018-04-08
    68.32
    best: 73.1 (Abstract Goal)
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • Action Recognition In VideosonEPIC-KITCHENS-55 (Seen test set (S1))
    Top 1 Accuracy - Act.· 2018-04-08
    6
    best: 22.03 (Abstract Goal)
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • Action Recognition In VideosonEPIC-KITCHENS-55 (Unseen test set (S2)
    Top 1 Accuracy - Act.· 2018-04-08
    2.39
    best: 13.28 (Abstract Goal)
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • Action Recognition In VideosonEPIC-KITCHENS-55 (Unseen test set (S2)
    Top 5 Accuracy - Act.· 2018-04-08
    6.63
    best: 24.27 (AVT+)
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • Action Recognition In VideosonEPIC-KITCHENS-55 (Unseen test set (S2)
    Top 5 Accuracy - Verb· 2018-04-08
    68.32
    best: 73.1 (Abstract Goal)
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748

Robots12 results

  • Activity RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
    Top 1 Accuracy - Noun· 2018-04-08
    16.22
    best: 51.56 (Abstract Goal)
    SOTA
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • Activity RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
    Top 1 Accuracy - Verb· 2018-04-08
    31.81
    best: 35.44 (ImagineRNN)
    SOTA
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • Activity RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
    Top 5 Accuracy - Act.· 2018-04-08
    28.21
    best: 38.29 (Abstract Goal)
    SOTA
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • Activity RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
    Top 5 Accuracy - Noun· 2018-04-08
    42.15
    best: 58.01 (Abstract Goal)
    SOTA
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • Activity RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
    Top 5 Accuracy - Verb· 2018-04-08
    76.56
    best: 82.56 (Abstract Goal)
    SOTA
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • Activity RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
    Top 1 Accuracy - Noun· 2018-04-08
    10.41
    best: 22.36 (Abstract Goal)
    SOTA
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • Activity RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
    Top 1 Accuracy - Verb· 2018-04-08
    25.3
    best: 41.41 (Abstract Goal)
    SOTA
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • Activity RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
    Top 5 Accuracy - Noun· 2018-04-08
    29.5
    best: 41.62 (Abstract Goal)
    SOTA
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • Activity RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
    Top 1 Accuracy - Act.· 2018-04-08
    6
    best: 22.03 (Abstract Goal)
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • Activity RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
    Top 1 Accuracy - Act.· 2018-04-08
    2.39
    best: 13.28 (Abstract Goal)
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • Activity RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
    Top 5 Accuracy - Act.· 2018-04-08
    6.63
    best: 24.27 (AVT+)
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • Activity RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
    Top 5 Accuracy - Verb· 2018-04-08
    68.32
    best: 73.1 (Abstract Goal)
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748

Time Series12 results

  • Action RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
    Top 1 Accuracy - Noun· 2018-04-08
    16.22
    best: 51.56 (Abstract Goal)
    SOTA
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • Action RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
    Top 1 Accuracy - Verb· 2018-04-08
    31.81
    best: 35.44 (ImagineRNN)
    SOTA
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • Action RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
    Top 5 Accuracy - Act.· 2018-04-08
    28.21
    best: 38.29 (Abstract Goal)
    SOTA
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • Action RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
    Top 5 Accuracy - Noun· 2018-04-08
    42.15
    best: 58.01 (Abstract Goal)
    SOTA
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • Action RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
    Top 5 Accuracy - Verb· 2018-04-08
    76.56
    best: 82.56 (Abstract Goal)
    SOTA
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • Action RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
    Top 1 Accuracy - Noun· 2018-04-08
    10.41
    best: 22.36 (Abstract Goal)
    SOTA
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • Action RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
    Top 1 Accuracy - Verb· 2018-04-08
    25.3
    best: 41.41 (Abstract Goal)
    SOTA
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • Action RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
    Top 5 Accuracy - Noun· 2018-04-08
    29.5
    best: 41.62 (Abstract Goal)
    SOTA
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • Action RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
    Top 1 Accuracy - Act.· 2018-04-08
    6
    best: 22.03 (Abstract Goal)
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • Action RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
    Top 1 Accuracy - Act.· 2018-04-08
    2.39
    best: 13.28 (Abstract Goal)
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • Action RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
    Top 5 Accuracy - Act.· 2018-04-08
    6.63
    best: 24.27 (AVT+)
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • Action RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
    Top 5 Accuracy - Verb· 2018-04-08
    68.32
    best: 73.1 (Abstract Goal)
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748

Knowledge Base12 results

  • 2D Human Pose EstimationonEPIC-KITCHENS-55 (Seen test set (S1))
    Top 1 Accuracy - Noun· 2018-04-08
    16.22
    best: 51.56 (Abstract Goal)
    SOTA
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • 2D Human Pose EstimationonEPIC-KITCHENS-55 (Seen test set (S1))
    Top 1 Accuracy - Verb· 2018-04-08
    31.81
    best: 35.44 (ImagineRNN)
    SOTA
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • 2D Human Pose EstimationonEPIC-KITCHENS-55 (Seen test set (S1))
    Top 5 Accuracy - Act.· 2018-04-08
    28.21
    best: 38.29 (Abstract Goal)
    SOTA
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • 2D Human Pose EstimationonEPIC-KITCHENS-55 (Seen test set (S1))
    Top 5 Accuracy - Noun· 2018-04-08
    42.15
    best: 58.01 (Abstract Goal)
    SOTA
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • 2D Human Pose EstimationonEPIC-KITCHENS-55 (Seen test set (S1))
    Top 5 Accuracy - Verb· 2018-04-08
    76.56
    best: 82.56 (Abstract Goal)
    SOTA
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • 2D Human Pose EstimationonEPIC-KITCHENS-55 (Unseen test set (S2)
    Top 1 Accuracy - Noun· 2018-04-08
    10.41
    best: 22.36 (Abstract Goal)
    SOTA
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • 2D Human Pose EstimationonEPIC-KITCHENS-55 (Unseen test set (S2)
    Top 1 Accuracy - Verb· 2018-04-08
    25.3
    best: 41.41 (Abstract Goal)
    SOTA
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • 2D Human Pose EstimationonEPIC-KITCHENS-55 (Unseen test set (S2)
    Top 5 Accuracy - Noun· 2018-04-08
    29.5
    best: 41.62 (Abstract Goal)
    SOTA
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • 2D Human Pose EstimationonEPIC-KITCHENS-55 (Seen test set (S1))
    Top 1 Accuracy - Act.· 2018-04-08
    6
    best: 22.03 (Abstract Goal)
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • 2D Human Pose EstimationonEPIC-KITCHENS-55 (Unseen test set (S2)
    Top 1 Accuracy - Act.· 2018-04-08
    2.39
    best: 13.28 (Abstract Goal)
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • 2D Human Pose EstimationonEPIC-KITCHENS-55 (Unseen test set (S2)
    Top 5 Accuracy - Act.· 2018-04-08
    6.63
    best: 24.27 (AVT+)
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748
  • 2D Human Pose EstimationonEPIC-KITCHENS-55 (Unseen test set (S2)
    Top 5 Accuracy - Verb· 2018-04-08
    68.32
    best: 73.1 (Abstract Goal)
    Scaling Egocentric Vision: The EPIC-KITCHENS DatasetarXiv:1804.02748