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Action Recognition research benchmarks – Page 27 · SOTA2 Research

Action Recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

K400 open-vocabulary

78.8Base Accuracy

5

Feb 26, 2026

SYSU-Action zero-shot

42.5Top-1 Acc

5

Feb 26, 2026

UTD-MHAD zero-shot

54.97Top-1 Accuracy

5

Feb 26, 2026

Kinetics zero-shot 600 (val)

83.1Top-1 Acc

5

Feb 26, 2026

HMDB51 47 (test)

69.43Accuracy

5

Feb 26, 2026

UCF101 80 (test)

88.9Accuracy

5

Feb 26, 2026

94.7mAP

5

Feb 26, 2026

4.67Top-1 Acc

5

Feb 26, 2026

22.91Top-1 Acc

5

Feb 26, 2026

Charades zero-shot

25.77mAP

5

Feb 26, 2026

FPHA (standard)

94.09Accuracy

5

Feb 26, 2026

CLASTER vs WGAN

17.4Avg Performance Diff

5

Feb 26, 2026

53.5Top-1 Acc

5

Feb 26, 2026

UCF101 (50-51 split)

34.2Mean Accuracy

5

Feb 26, 2026

84.85-way Accuracy

5

Feb 26, 2026

ActivityNet half classes (test)

84.6Accuracy

5

Feb 26, 2026

Kinetics-400 Initial (old) (test)

TimeSformer (Original)

28.2Clip Error Rate

5

Feb 26, 2026

EPIC-KITCHENS S1 (test)

59.55Top-1 Verb Acc

5

Feb 26, 2026

30.2Accuracy

5

Feb 26, 2026

SYSU Same-Subject (SS)

85.7Accuracy

5

Feb 26, 2026

Large Scale Combined (Cross Subject)

85.4Precision

5

Feb 26, 2026

Large Scale Combined (Cross Sample)

88.1Precision

5

Feb 26, 2026

71.6Accuracy

5

Feb 26, 2026

Kinetics-400 (280/120)

16.1Top-1 Acc

5

Feb 26, 2026

Kinetics-400 300/100

18.45Top-1 Acc

5

Feb 26, 2026

Page 27 of 32

Popular datasets

UCF101 HMDB Kinetics NTU RGB+D NTU

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