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Models/RULSTM

RULSTM

Reported on 7 benchmarks across 5 tasks · 2 papers · 6 SOTA

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

Robots3 results

  • Activity RecognitiononEPIC-KITCHENS-100 (test)
    recall@5· 2020-05-04
    11.2
    best: 23.75 (InAViT)
    SOTA
    Rolling-Unrolling LSTMs for Action Anticipation from First-Person VideoarXiv:2005.02190
  • Activity RecognitiononEPIC-KITCHENS-55
    Actions Top-1 (S1)· 2019-05-22
    33.06
    best: 35.8 (DEEP-HAL with ODF+SDF (AssembleNet++))
    SOTA
    What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality AttentionarXiv:1905.09035
  • Activity RecognitiononEPIC-KITCHENS-55
    Actions Top-1 (S2)· 2019-05-22
    19.49
    best: 27.3 (DEEP-HAL with ODF+SDF (AssembleNet++))
    What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality AttentionarXiv:1905.09035

Computer Vision2 results

  • Action AnticipationonEPIC-KITCHENS-100 (test)
    recall@5· 2020-05-04
    11.2
    best: 23.75 (InAViT)
    SOTA
    Rolling-Unrolling LSTMs for Action Anticipation from First-Person VideoarXiv:2005.02190
  • Action Recognition In VideosonEPIC-KITCHENS-100 (test)
    recall@5· 2020-05-04
    11.2
    best: 23.75 (InAViT)
    SOTA
    Rolling-Unrolling LSTMs for Action Anticipation from First-Person VideoarXiv:2005.02190

Time Series1 result

  • Action RecognitiononEPIC-KITCHENS-100 (test)
    recall@5· 2020-05-04
    11.2
    best: 23.75 (InAViT)
    SOTA
    Rolling-Unrolling LSTMs for Action Anticipation from First-Person VideoarXiv:2005.02190

Knowledge Base1 result

  • 2D Human Pose EstimationonEPIC-KITCHENS-100 (test)
    recall@5· 2020-05-04
    11.2
    best: 23.75 (InAViT)
    SOTA
    Rolling-Unrolling LSTMs for Action Anticipation from First-Person VideoarXiv:2005.02190