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Models/ImagineRNN

ImagineRNN

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.· 2021-01-13
14.66
best: 22.03 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
Action AnticipationonEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Noun· 2021-01-13
22.79
best: 51.56 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
Action AnticipationonEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Verb· 2021-01-13
35.44
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
Action AnticipationonEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Act.· 2021-01-13
34.98
best: 38.29 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
Action AnticipationonEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Noun· 2021-01-13
52.09
best: 58.01 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
Action AnticipationonEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Verb· 2021-01-13
79.72
best: 82.56 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
Action AnticipationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Act.· 2021-01-13
9.25
best: 13.28 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
Action AnticipationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Noun· 2021-01-13
15.5
best: 22.36 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
Action AnticipationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Verb· 2021-01-13
29.33
best: 41.41 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
Action AnticipationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Act.· 2021-01-13
22.19
best: 24.27 (AVT+)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
Action AnticipationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Noun· 2021-01-13
35.78
best: 41.62 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
Action AnticipationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Verb· 2021-01-13
70.67
best: 73.1 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
Action Recognition In VideosonEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Act.· 2021-01-13
14.66
best: 22.03 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
Action Recognition In VideosonEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Noun· 2021-01-13
22.79
best: 51.56 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
Action Recognition In VideosonEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Verb· 2021-01-13
35.44
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
Action Recognition In VideosonEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Act.· 2021-01-13
34.98
best: 38.29 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
Action Recognition In VideosonEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Noun· 2021-01-13
52.09
best: 58.01 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
Action Recognition In VideosonEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Verb· 2021-01-13
79.72
best: 82.56 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
Action Recognition In VideosonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Act.· 2021-01-13
9.25
best: 13.28 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
Action Recognition In VideosonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Noun· 2021-01-13
15.5
best: 22.36 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
Action Recognition In VideosonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Verb· 2021-01-13
29.33
best: 41.41 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
Action Recognition In VideosonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Act.· 2021-01-13
22.19
best: 24.27 (AVT+)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
Action Recognition In VideosonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Noun· 2021-01-13
35.78
best: 41.62 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
Action Recognition In VideosonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Verb· 2021-01-13
70.67
best: 73.1 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924

Robots12 results

Activity RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Act.· 2021-01-13
14.66
best: 22.03 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
Activity RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Noun· 2021-01-13
22.79
best: 51.56 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
Activity RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Verb· 2021-01-13
35.44
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
Activity RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Act.· 2021-01-13
34.98
best: 38.29 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
Activity RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Noun· 2021-01-13
52.09
best: 58.01 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
Activity RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Verb· 2021-01-13
79.72
best: 82.56 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
Activity RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Act.· 2021-01-13
9.25
best: 13.28 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
Activity RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Noun· 2021-01-13
15.5
best: 22.36 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
Activity RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Verb· 2021-01-13
29.33
best: 41.41 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
Activity RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Act.· 2021-01-13
22.19
best: 24.27 (AVT+)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
Activity RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Noun· 2021-01-13
35.78
best: 41.62 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
Activity RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Verb· 2021-01-13
70.67
best: 73.1 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924

Time Series12 results

Action RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Act.· 2021-01-13
14.66
best: 22.03 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
Action RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Noun· 2021-01-13
22.79
best: 51.56 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
Action RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Verb· 2021-01-13
35.44
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
Action RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Act.· 2021-01-13
34.98
best: 38.29 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
Action RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Noun· 2021-01-13
52.09
best: 58.01 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
Action RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Verb· 2021-01-13
79.72
best: 82.56 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
Action RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Act.· 2021-01-13
9.25
best: 13.28 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
Action RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Noun· 2021-01-13
15.5
best: 22.36 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
Action RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Verb· 2021-01-13
29.33
best: 41.41 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
Action RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Act.· 2021-01-13
22.19
best: 24.27 (AVT+)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
Action RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Noun· 2021-01-13
35.78
best: 41.62 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
Action RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Verb· 2021-01-13
70.67
best: 73.1 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924

Knowledge Base12 results

2D Human Pose EstimationonEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Act.· 2021-01-13
14.66
best: 22.03 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
2D Human Pose EstimationonEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Noun· 2021-01-13
22.79
best: 51.56 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
2D Human Pose EstimationonEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Verb· 2021-01-13
35.44
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
2D Human Pose EstimationonEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Act.· 2021-01-13
34.98
best: 38.29 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
2D Human Pose EstimationonEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Noun· 2021-01-13
52.09
best: 58.01 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
2D Human Pose EstimationonEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Verb· 2021-01-13
79.72
best: 82.56 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
2D Human Pose EstimationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Act.· 2021-01-13
9.25
best: 13.28 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
2D Human Pose EstimationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Noun· 2021-01-13
15.5
best: 22.36 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
2D Human Pose EstimationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Verb· 2021-01-13
29.33
best: 41.41 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
2D Human Pose EstimationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Act.· 2021-01-13
22.19
best: 24.27 (AVT+)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
2D Human Pose EstimationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Noun· 2021-01-13
35.78
best: 41.62 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924
2D Human Pose EstimationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Verb· 2021-01-13
70.67
best: 73.1 (Abstract Goal)
SOTA
Learning to Anticipate Egocentric Actions by Imagination arXiv:2101.04924