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Epic-Kitchens

Benchmarks

Task NameDataset NameSOTA ResultTrend
Action RecognitionEpic-Kitchens 100 (test)
Top-1 Verb Acc73.8
101
Action anticipationEPIC-Kitchens-100 (test)
Overall Action Top-5 Recall27.6
59
Action AnticipationEPIC-KITCHENS unseen S2 (test)
Top-1 Acc (Verb)41.41
47
Action RecognitionEPIC-Kitchens (val)
Verb Top-1 Acc77.1
36
Action AnticipationEpic-Kitchens-100 (val)
mCR@5 (Overall Verb)52.54
33
Early Action RecognitionEPIC-KITCHENS (val)
Top-1 Accuracy34.07
32
Action RecognitionEPIC-Kitchens v1 (test s2 (unseen))
Actions Top-1 Acc29.6
32
Open-set Unsupervised Video Domain AdaptationEpic-Kitchens
Average Performance67.19
31
Action RecognitionEPIC-Kitchens s1 (seen) v1 (test)
Actions Top-1 Accuracy41.4
29
Action AnticipationEPIC-KITCHENS seen S1 (test)
Top-1 Acc (Verb)51.56
27
Action RecognitionEpic Kitchens 100
Top-1 Acc48
26
Action RecognitionEpic-Kitchens (test)
Average Score63.24
25
Video Action RecognitionEpic-Kitchens 100 (test)
Top-1 Action Accuracy46.1
24
Egocentric Action AnticipationEPIC-Kitchens-55 S1 - Seen (test)
Top-1 Acc (Verb)37.87
24
Verb RecognitionEpic-Kitchens (EK)
Top-1 Acc53.02
22
Video ClassificationEPIC-Kitchens DG
D1->D2 Accuracy40.5
22
Action ClassificationEpic-Kitchens-100
Top-1 Verb Accuracy72.2
22
Action LocalizationEpic-Kitchens-100
mAP@0.132.08
22
GraspingEpic-Kitchens (Held-out Rare Objects)
Success Rate53
20
Multi-Instance RetrievalEPIC-KITCHENS-100
mAP (Avg)45
19
Temporal Action Localization (Verb)EPIC-Kitchens 100 (val)
mAP@0.133.1
19
Noun RecognitionEpic-Kitchens (EK)
Top-1 Acc44.07
17
Temporal Action Localization (Noun)EPIC-Kitchens 100 (val)
mAP@0.132.4
17
Egocentric Action AnticipationEPIC-KITCHENS (val)
Top-5 Action Accuracy @ 1.0s35.6
17
Action RecognitionEPIC-KITCHENS 1 (S1 Seen kitchens)
Top-1 Accuracy (Verb)66.7
17
Showing 25 of 103 rows