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Models/Abstract Goal

Abstract Goal

Reported on 70 benchmarks across 5 tasks · 1 paper · 55 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.· 2022-09-12
22.03
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Action AnticipationonEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Noun· 2022-09-12
51.56
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Action AnticipationonEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Act.· 2022-09-12
38.29
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Action AnticipationonEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Noun· 2022-09-12
58.01
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Action AnticipationonEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Verb· 2022-09-12
82.56
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Action AnticipationonEGTEA
Top-1 Accuracy· 2022-09-12
49.8
best: 68.4 (UADT)
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Action AnticipationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Act.· 2022-09-12
13.28
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Action AnticipationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Noun· 2022-09-12
22.36
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Action AnticipationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Verb· 2022-09-12
41.41
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Action AnticipationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Noun· 2022-09-12
41.62
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Action AnticipationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Verb· 2022-09-12
73.1
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Action Recognition In VideosonEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Act.· 2022-09-12
22.03
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Action Recognition In VideosonEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Noun· 2022-09-12
51.56
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Action Recognition In VideosonEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Act.· 2022-09-12
38.29
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Action Recognition In VideosonEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Noun· 2022-09-12
58.01
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Action Recognition In VideosonEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Verb· 2022-09-12
82.56
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Action Recognition In VideosonEGTEA
Top-1 Accuracy· 2022-09-12
49.8
best: 68.4 (UADT)
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Action Recognition In VideosonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Act.· 2022-09-12
13.28
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Action Recognition In VideosonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Noun· 2022-09-12
22.36
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Action Recognition In VideosonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Verb· 2022-09-12
41.41
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Action Recognition In VideosonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Noun· 2022-09-12
41.62
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Action Recognition In VideosonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Verb· 2022-09-12
73.1
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Action AnticipationonEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Verb· 2022-09-12
35.34
best: 35.44 (ImagineRNN)
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Action AnticipationonEPIC-KITCHENS-100 (test)
recall@5· 2022-09-12
14.29
best: 23.75 (InAViT)
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Action AnticipationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Act.· 2022-09-12
24.24
best: 24.27 (AVT+)
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Action Recognition In VideosonEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Verb· 2022-09-12
35.34
best: 35.44 (ImagineRNN)
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Action Recognition In VideosonEPIC-KITCHENS-100 (test)
recall@5· 2022-09-12
14.29
best: 23.75 (InAViT)
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Action Recognition In VideosonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Act.· 2022-09-12
24.24
best: 24.27 (AVT+)
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044

Robots14 results

Activity RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Act.· 2022-09-12
22.03
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Activity RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Noun· 2022-09-12
51.56
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Activity RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Act.· 2022-09-12
38.29
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Activity RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Noun· 2022-09-12
58.01
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Activity RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Verb· 2022-09-12
82.56
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Activity RecognitiononEGTEA
Top-1 Accuracy· 2022-09-12
49.8
best: 68.4 (UADT)
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Activity RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Act.· 2022-09-12
13.28
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Activity RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Noun· 2022-09-12
22.36
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Activity RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Verb· 2022-09-12
41.41
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Activity RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Noun· 2022-09-12
41.62
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Activity RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Verb· 2022-09-12
73.1
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Activity RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Verb· 2022-09-12
35.34
best: 35.44 (ImagineRNN)
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Activity RecognitiononEPIC-KITCHENS-100 (test)
recall@5· 2022-09-12
14.29
best: 23.75 (InAViT)
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Activity RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Act.· 2022-09-12
24.24
best: 24.27 (AVT+)
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044

Time Series14 results

Action RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Act.· 2022-09-12
22.03
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Action RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Noun· 2022-09-12
51.56
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Action RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Act.· 2022-09-12
38.29
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Action RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Noun· 2022-09-12
58.01
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Action RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Verb· 2022-09-12
82.56
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Action RecognitiononEGTEA
Top-1 Accuracy· 2022-09-12
49.8
best: 68.4 (UADT)
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Action RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Act.· 2022-09-12
13.28
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Action RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Noun· 2022-09-12
22.36
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Action RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Verb· 2022-09-12
41.41
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Action RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Noun· 2022-09-12
41.62
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Action RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Verb· 2022-09-12
73.1
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Action RecognitiononEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Verb· 2022-09-12
35.34
best: 35.44 (ImagineRNN)
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Action RecognitiononEPIC-KITCHENS-100 (test)
recall@5· 2022-09-12
14.29
best: 23.75 (InAViT)
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
Action RecognitiononEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Act.· 2022-09-12
24.24
best: 24.27 (AVT+)
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044

Knowledge Base14 results

2D Human Pose EstimationonEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Act.· 2022-09-12
22.03
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
2D Human Pose EstimationonEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Noun· 2022-09-12
51.56
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
2D Human Pose EstimationonEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Act.· 2022-09-12
38.29
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
2D Human Pose EstimationonEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Noun· 2022-09-12
58.01
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
2D Human Pose EstimationonEPIC-KITCHENS-55 (Seen test set (S1))
Top 5 Accuracy - Verb· 2022-09-12
82.56
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
2D Human Pose EstimationonEGTEA
Top-1 Accuracy· 2022-09-12
49.8
best: 68.4 (UADT)
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
2D Human Pose EstimationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Act.· 2022-09-12
13.28
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
2D Human Pose EstimationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Noun· 2022-09-12
22.36
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
2D Human Pose EstimationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 1 Accuracy - Verb· 2022-09-12
41.41
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
2D Human Pose EstimationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Noun· 2022-09-12
41.62
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
2D Human Pose EstimationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Verb· 2022-09-12
73.1
SOTA
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
2D Human Pose EstimationonEPIC-KITCHENS-55 (Seen test set (S1))
Top 1 Accuracy - Verb· 2022-09-12
35.34
best: 35.44 (ImagineRNN)
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
2D Human Pose EstimationonEPIC-KITCHENS-100 (test)
recall@5· 2022-09-12
14.29
best: 23.75 (InAViT)
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044
2D Human Pose EstimationonEPIC-KITCHENS-55 (Unseen test set (S2)
Top 5 Accuracy - Act.· 2022-09-12
24.24
best: 24.27 (AVT+)
Predicting the Next Action by Modeling the Abstract Goal arXiv:2209.05044