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Action Recognition research benchmarks – Page 31 · SOTA2 Research

Action Recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

36.1Top-1 Acc

3

Feb 26, 2026

Diving48 v1 (test)

85.5Accuracy

3

Feb 26, 2026

KG-based (Ours)

40.19Accuracy

3

Feb 26, 2026

YUP++ mean stat/dyn

HAF+BOW/FV halluc.

92.2Accuracy

3

Feb 26, 2026

HAF+BOW/FV halluc.

93.33Accuracy

3

Feb 26, 2026

96.22Top-1 Accuracy

3

Feb 26, 2026

Online RGBD Action Cross environment

83.8Accuracy

3

Feb 26, 2026

38.9Accuracy

3

Feb 26, 2026

37.3Accuracy

3

Feb 26, 2026

88.59Accuracy

3

Feb 26, 2026

Video-MME Long (1800s-3600s) (test)

47.5Accuracy

2

May 8, 2026

66.51Female Accuracy

2

Apr 6, 2026

55.23Female Accuracy

2

Apr 6, 2026

49.91Accuracy (Female)

2

Apr 6, 2026

Something-Something

63Top-1 Acc

2

Feb 26, 2026

MammalNet (test)

56.6Top-1 Accuracy

2

Feb 26, 2026

EPIC-Kitchens >32s duration 100 (val)

57.7Verb Accuracy

2

Feb 26, 2026

EPIC-Kitchens 16s-32s duration 100 (val)

72.2Verb Accuracy

2

Feb 26, 2026

EPIC-Kitchens 8s-16s duration 100 (val)

0.662Verb Acc

2

Feb 26, 2026

EPIC-Kitchens 4s-8s duration 100 (val)

0.67Verb Accuracy

2

Feb 26, 2026

EPIC-Kitchens 0s-4s duration 100 (val)

77.8Verb Accuracy

2

Feb 26, 2026

73Verb Top-1 Acc

2

Feb 26, 2026

52.77mAP

2

Feb 26, 2026

PKUMMD I (xsub)

90Accuracy

2

Feb 26, 2026

PKUMMD II xview

44.5Accuracy

2

Feb 26, 2026

Page 31 of 32

Popular datasets

UCF101 HMDB Kinetics NTU RGB+D NTU

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