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Models/AVT+

AVT+

Reported on 70 benchmarks across 5 tasks · 1 paper · 50 SOTA

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

Computer Vision28 results

Action AnticipationonEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Act.· 2021-06-03
16.84
best: 22.03 (Abstract Goal)
SOTA
Anticipative Video Transformer arXiv:2106.02036
Action AnticipationonEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Act.· 2021-06-03
36.52
best: 38.29 (Abstract Goal)
SOTA
Anticipative Video Transformer arXiv:2106.02036
Action AnticipationonEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Verb· 2021-06-03
80.03
best: 82.56 (Abstract Goal)
SOTA
Anticipative Video Transformer arXiv:2106.02036
Action AnticipationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Act.· 2021-06-03
10.41
best: 13.28 (Abstract Goal)
SOTA
Anticipative Video Transformer arXiv:2106.02036
Action AnticipationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Noun· 2021-06-03
15.64
best: 22.36 (Abstract Goal)
SOTA
Anticipative Video Transformer arXiv:2106.02036
Action AnticipationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Verb· 2021-06-03
30.66
best: 41.41 (Abstract Goal)
SOTA
Anticipative Video Transformer arXiv:2106.02036
Action AnticipationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Act.· 2021-06-03
24.27
SOTA
Anticipative Video Transformer arXiv:2106.02036
Action AnticipationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Noun· 2021-06-03
40.76
best: 41.62 (Abstract Goal)
SOTA
Anticipative Video Transformer arXiv:2106.02036
Action AnticipationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Verb· 2021-06-03
72.17
best: 73.1 (Abstract Goal)
SOTA
Anticipative Video Transformer arXiv:2106.02036
Action AnticipationonEPIC-KITCHENS-100
Recall@5· 2021-06-03
15.9
best: 27.6 (PlausiVL)
SOTA
Anticipative Video Transformer arXiv:2106.02036
Action Recognition In VideosonEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Act.· 2021-06-03
16.84
best: 22.03 (Abstract Goal)
SOTA
Anticipative Video Transformer arXiv:2106.02036
Action Recognition In VideosonEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Act.· 2021-06-03
36.52
best: 38.29 (Abstract Goal)
SOTA
Anticipative Video Transformer arXiv:2106.02036
Action Recognition In VideosonEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Verb· 2021-06-03
80.03
best: 82.56 (Abstract Goal)
SOTA
Anticipative Video Transformer arXiv:2106.02036
Action Recognition In VideosonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Act.· 2021-06-03
10.41
best: 13.28 (Abstract Goal)
SOTA
Anticipative Video Transformer arXiv:2106.02036
Action Recognition In VideosonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Noun· 2021-06-03
15.64
best: 22.36 (Abstract Goal)
SOTA
Anticipative Video Transformer arXiv:2106.02036
Action Recognition In VideosonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Verb· 2021-06-03
30.66
best: 41.41 (Abstract Goal)
SOTA
Anticipative Video Transformer arXiv:2106.02036
Action Recognition In VideosonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Act.· 2021-06-03
24.27
SOTA
Anticipative Video Transformer arXiv:2106.02036
Action Recognition In VideosonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Noun· 2021-06-03
40.76
best: 41.62 (Abstract Goal)
SOTA
Anticipative Video Transformer arXiv:2106.02036
Action Recognition In VideosonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Verb· 2021-06-03
72.17
best: 73.1 (Abstract Goal)
SOTA
Anticipative Video Transformer arXiv:2106.02036
Action Recognition In VideosonEPIC-KITCHENS-100
Recall@5· 2021-06-03
15.9
best: 27.6 (PlausiVL)
SOTA
Anticipative Video Transformer arXiv:2106.02036
Action AnticipationonEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Noun· 2021-06-03
20.16
best: 51.56 (Abstract Goal)
Anticipative Video Transformer arXiv:2106.02036
Action AnticipationonEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Verb· 2021-06-03
34.36
best: 35.44 (ImagineRNN)
Anticipative Video Transformer arXiv:2106.02036
Action AnticipationonEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Noun· 2021-06-03
51.57
best: 58.01 (Abstract Goal)
Anticipative Video Transformer arXiv:2106.02036
Action AnticipationonEPIC-KITCHENS-100 (test)
recall@5· 2021-06-03
12.6
best: 23.75 (InAViT)
Anticipative Video Transformer arXiv:2106.02036
Action Recognition In VideosonEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Noun· 2021-06-03
20.16
best: 51.56 (Abstract Goal)
Anticipative Video Transformer arXiv:2106.02036
Action Recognition In VideosonEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Verb· 2021-06-03
34.36
best: 35.44 (ImagineRNN)
Anticipative Video Transformer arXiv:2106.02036
Action Recognition In VideosonEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Noun· 2021-06-03
51.57
best: 58.01 (Abstract Goal)
Anticipative Video Transformer arXiv:2106.02036
Action Recognition In VideosonEPIC-KITCHENS-100 (test)
recall@5· 2021-06-03
12.6
best: 23.75 (InAViT)
Anticipative Video Transformer arXiv:2106.02036

Robots14 results

Activity RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Act.· 2021-06-03
16.84
best: 22.03 (Abstract Goal)
SOTA
Anticipative Video Transformer arXiv:2106.02036
Activity RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Act.· 2021-06-03
36.52
best: 38.29 (Abstract Goal)
SOTA
Anticipative Video Transformer arXiv:2106.02036
Activity RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Verb· 2021-06-03
80.03
best: 82.56 (Abstract Goal)
SOTA
Anticipative Video Transformer arXiv:2106.02036
Activity RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Act.· 2021-06-03
10.41
best: 13.28 (Abstract Goal)
SOTA
Anticipative Video Transformer arXiv:2106.02036
Activity RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Noun· 2021-06-03
15.64
best: 22.36 (Abstract Goal)
SOTA
Anticipative Video Transformer arXiv:2106.02036
Activity RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Verb· 2021-06-03
30.66
best: 41.41 (Abstract Goal)
SOTA
Anticipative Video Transformer arXiv:2106.02036
Activity RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Act.· 2021-06-03
24.27
SOTA
Anticipative Video Transformer arXiv:2106.02036
Activity RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Noun· 2021-06-03
40.76
best: 41.62 (Abstract Goal)
SOTA
Anticipative Video Transformer arXiv:2106.02036
Activity RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Verb· 2021-06-03
72.17
best: 73.1 (Abstract Goal)
SOTA
Anticipative Video Transformer arXiv:2106.02036
Activity RecognitiononEPIC-KITCHENS-100
Recall@5· 2021-06-03
15.9
best: 27.6 (PlausiVL)
SOTA
Anticipative Video Transformer arXiv:2106.02036
Activity RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Noun· 2021-06-03
20.16
best: 51.56 (Abstract Goal)
Anticipative Video Transformer arXiv:2106.02036
Activity RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Verb· 2021-06-03
34.36
best: 35.44 (ImagineRNN)
Anticipative Video Transformer arXiv:2106.02036
Activity RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Noun· 2021-06-03
51.57
best: 58.01 (Abstract Goal)
Anticipative Video Transformer arXiv:2106.02036
Activity RecognitiononEPIC-KITCHENS-100 (test)
recall@5· 2021-06-03
12.6
best: 23.75 (InAViT)
Anticipative Video Transformer arXiv:2106.02036

Time Series14 results

Action RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Act.· 2021-06-03
16.84
best: 22.03 (Abstract Goal)
SOTA
Anticipative Video Transformer arXiv:2106.02036
Action RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Act.· 2021-06-03
36.52
best: 38.29 (Abstract Goal)
SOTA
Anticipative Video Transformer arXiv:2106.02036
Action RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Verb· 2021-06-03
80.03
best: 82.56 (Abstract Goal)
SOTA
Anticipative Video Transformer arXiv:2106.02036
Action RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Act.· 2021-06-03
10.41
best: 13.28 (Abstract Goal)
SOTA
Anticipative Video Transformer arXiv:2106.02036
Action RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Noun· 2021-06-03
15.64
best: 22.36 (Abstract Goal)
SOTA
Anticipative Video Transformer arXiv:2106.02036
Action RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Verb· 2021-06-03
30.66
best: 41.41 (Abstract Goal)
SOTA
Anticipative Video Transformer arXiv:2106.02036
Action RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Act.· 2021-06-03
24.27
SOTA
Anticipative Video Transformer arXiv:2106.02036
Action RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Noun· 2021-06-03
40.76
best: 41.62 (Abstract Goal)
SOTA
Anticipative Video Transformer arXiv:2106.02036
Action RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Verb· 2021-06-03
72.17
best: 73.1 (Abstract Goal)
SOTA
Anticipative Video Transformer arXiv:2106.02036
Action RecognitiononEPIC-KITCHENS-100
Recall@5· 2021-06-03
15.9
best: 27.6 (PlausiVL)
SOTA
Anticipative Video Transformer arXiv:2106.02036
Action RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Noun· 2021-06-03
20.16
best: 51.56 (Abstract Goal)
Anticipative Video Transformer arXiv:2106.02036
Action RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Verb· 2021-06-03
34.36
best: 35.44 (ImagineRNN)
Anticipative Video Transformer arXiv:2106.02036
Action RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Noun· 2021-06-03
51.57
best: 58.01 (Abstract Goal)
Anticipative Video Transformer arXiv:2106.02036
Action RecognitiononEPIC-KITCHENS-100 (test)
recall@5· 2021-06-03
12.6
best: 23.75 (InAViT)
Anticipative Video Transformer arXiv:2106.02036

Knowledge Base14 results

2D Human Pose EstimationonEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Act.· 2021-06-03
16.84
best: 22.03 (Abstract Goal)
SOTA
Anticipative Video Transformer arXiv:2106.02036
2D Human Pose EstimationonEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Act.· 2021-06-03
36.52
best: 38.29 (Abstract Goal)
SOTA
Anticipative Video Transformer arXiv:2106.02036
2D Human Pose EstimationonEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Verb· 2021-06-03
80.03
best: 82.56 (Abstract Goal)
SOTA
Anticipative Video Transformer arXiv:2106.02036
2D Human Pose EstimationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Act.· 2021-06-03
10.41
best: 13.28 (Abstract Goal)
SOTA
Anticipative Video Transformer arXiv:2106.02036
2D Human Pose EstimationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Noun· 2021-06-03
15.64
best: 22.36 (Abstract Goal)
SOTA
Anticipative Video Transformer arXiv:2106.02036
2D Human Pose EstimationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Verb· 2021-06-03
30.66
best: 41.41 (Abstract Goal)
SOTA
Anticipative Video Transformer arXiv:2106.02036
2D Human Pose EstimationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Act.· 2021-06-03
24.27
SOTA
Anticipative Video Transformer arXiv:2106.02036
2D Human Pose EstimationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Noun· 2021-06-03
40.76
best: 41.62 (Abstract Goal)
SOTA
Anticipative Video Transformer arXiv:2106.02036
2D Human Pose EstimationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Verb· 2021-06-03
72.17
best: 73.1 (Abstract Goal)
SOTA
Anticipative Video Transformer arXiv:2106.02036
2D Human Pose EstimationonEPIC-KITCHENS-100
Recall@5· 2021-06-03
15.9
best: 27.6 (PlausiVL)
SOTA
Anticipative Video Transformer arXiv:2106.02036
2D Human Pose EstimationonEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Noun· 2021-06-03
20.16
best: 51.56 (Abstract Goal)
Anticipative Video Transformer arXiv:2106.02036
2D Human Pose EstimationonEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Verb· 2021-06-03
34.36
best: 35.44 (ImagineRNN)
Anticipative Video Transformer arXiv:2106.02036
2D Human Pose EstimationonEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Noun· 2021-06-03
51.57
best: 58.01 (Abstract Goal)
Anticipative Video Transformer arXiv:2106.02036
2D Human Pose EstimationonEPIC-KITCHENS-100 (test)
recall@5· 2021-06-03
12.6
best: 23.75 (InAViT)
Anticipative Video Transformer arXiv:2106.02036