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Models/RULSTM [24, 23]

RULSTM [24, 23]

Reported on 60 benchmarks across 5 tasks · 1 paper · 60 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 - Act.· 2019-05-22
14.39
best: 22.03 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
Action AnticipationonEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Noun· 2019-05-22
22.78
best: 51.56 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
Action AnticipationonEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Verb· 2019-05-22
33.04
best: 35.44 (ImagineRNN)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
Action AnticipationonEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Act.· 2019-05-22
33.73
best: 38.29 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
Action AnticipationonEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Noun· 2019-05-22
50.95
best: 58.01 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
Action AnticipationonEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Verb· 2019-05-22
79.55
best: 82.56 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
Action AnticipationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Act.· 2019-05-22
8.16
best: 13.28 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
Action AnticipationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Noun· 2019-05-22
15.19
best: 22.36 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
Action AnticipationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Verb· 2019-05-22
27.01
best: 41.41 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
Action AnticipationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Act.· 2019-05-22
21.1
best: 24.27 (AVT+)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
Action AnticipationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Noun· 2019-05-22
34.38
best: 41.62 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
Action AnticipationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Verb· 2019-05-22
69.55
best: 73.1 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
Action Recognition In VideosonEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Act.· 2019-05-22
14.39
best: 22.03 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
Action Recognition In VideosonEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Noun· 2019-05-22
22.78
best: 51.56 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
Action Recognition In VideosonEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Verb· 2019-05-22
33.04
best: 35.44 (ImagineRNN)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
Action Recognition In VideosonEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Act.· 2019-05-22
33.73
best: 38.29 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
Action Recognition In VideosonEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Noun· 2019-05-22
50.95
best: 58.01 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
Action Recognition In VideosonEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Verb· 2019-05-22
79.55
best: 82.56 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
Action Recognition In VideosonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Act.· 2019-05-22
8.16
best: 13.28 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
Action Recognition In VideosonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Noun· 2019-05-22
15.19
best: 22.36 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
Action Recognition In VideosonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Verb· 2019-05-22
27.01
best: 41.41 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
Action Recognition In VideosonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Act.· 2019-05-22
21.1
best: 24.27 (AVT+)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
Action Recognition In VideosonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Noun· 2019-05-22
34.38
best: 41.62 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
Action Recognition In VideosonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Verb· 2019-05-22
69.55
best: 73.1 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035

Robots12 results

Activity RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Act.· 2019-05-22
14.39
best: 22.03 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
Activity RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Noun· 2019-05-22
22.78
best: 51.56 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
Activity RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Verb· 2019-05-22
33.04
best: 35.44 (ImagineRNN)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
Activity RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Act.· 2019-05-22
33.73
best: 38.29 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
Activity RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Noun· 2019-05-22
50.95
best: 58.01 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
Activity RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Verb· 2019-05-22
79.55
best: 82.56 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
Activity RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Act.· 2019-05-22
8.16
best: 13.28 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
Activity RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Noun· 2019-05-22
15.19
best: 22.36 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
Activity RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Verb· 2019-05-22
27.01
best: 41.41 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
Activity RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Act.· 2019-05-22
21.1
best: 24.27 (AVT+)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
Activity RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Noun· 2019-05-22
34.38
best: 41.62 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
Activity RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Verb· 2019-05-22
69.55
best: 73.1 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035

Time Series12 results

Action RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Act.· 2019-05-22
14.39
best: 22.03 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
Action RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Noun· 2019-05-22
22.78
best: 51.56 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
Action RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Verb· 2019-05-22
33.04
best: 35.44 (ImagineRNN)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
Action RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Act.· 2019-05-22
33.73
best: 38.29 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
Action RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Noun· 2019-05-22
50.95
best: 58.01 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
Action RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Verb· 2019-05-22
79.55
best: 82.56 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
Action RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Act.· 2019-05-22
8.16
best: 13.28 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
Action RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Noun· 2019-05-22
15.19
best: 22.36 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
Action RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Verb· 2019-05-22
27.01
best: 41.41 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
Action RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Act.· 2019-05-22
21.1
best: 24.27 (AVT+)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
Action RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Noun· 2019-05-22
34.38
best: 41.62 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
Action RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Verb· 2019-05-22
69.55
best: 73.1 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035

Knowledge Base12 results

2D Human Pose EstimationonEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Act.· 2019-05-22
14.39
best: 22.03 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
2D Human Pose EstimationonEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Noun· 2019-05-22
22.78
best: 51.56 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
2D Human Pose EstimationonEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Verb· 2019-05-22
33.04
best: 35.44 (ImagineRNN)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
2D Human Pose EstimationonEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Act.· 2019-05-22
33.73
best: 38.29 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
2D Human Pose EstimationonEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Noun· 2019-05-22
50.95
best: 58.01 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
2D Human Pose EstimationonEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Verb· 2019-05-22
79.55
best: 82.56 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
2D Human Pose EstimationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Act.· 2019-05-22
8.16
best: 13.28 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
2D Human Pose EstimationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Noun· 2019-05-22
15.19
best: 22.36 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
2D Human Pose EstimationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Verb· 2019-05-22
27.01
best: 41.41 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
2D Human Pose EstimationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Act.· 2019-05-22
21.1
best: 24.27 (AVT+)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
2D Human Pose EstimationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Noun· 2019-05-22
34.38
best: 41.62 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035
2D Human Pose EstimationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Verb· 2019-05-22
69.55
best: 73.1 (Abstract Goal)
SOTA
What Would You Expect? Anticipating Egocentric Actions with Rolling-Unrolling LSTMs and Modality Attention arXiv:1905.09035