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Action Recognition research benchmarks – Page 8 · SOTA2 Research

Action Recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

60.6Top-1 Accuracy

24

Mar 17, 2026

PKUMMD II Transfer learning

73.9Accuracy

24

Mar 9, 2026

77.1Sym Acc

24

Feb 26, 2026

Something-Else few-shot

45.5Action@1 Accuracy

24

Feb 26, 2026

UCF101 PR (test)

91.29WAR (%)

24

Feb 26, 2026

72.5Verb Top-1 Acc

24

Feb 26, 2026

NTU RGB+D 120 (110/10)

80.7Accuracy

24

Apr 2, 2026

0.686Mean per-class Accuracy

24

Apr 23, 2026

NTU-RGB+D 120 1.0 (cross-subject (XSub))

95.3Accuracy

23

Feb 26, 2026

Ego4D v1 (test)

25.1Top-1 Accuracy (Verb)

23

Feb 26, 2026

Kinetics 400/600 (val)

80.1Top-12 Accuracy

23

Feb 26, 2026

UCF-101 1.0 (test)

95.9Top-1 Acc

23

Feb 26, 2026

97Top-1 Accuracy (1-shot)

22

Feb 26, 2026

78.21-Shot Top-1 Acc

22

Feb 26, 2026

NTU-60 (x-view)

60.3Top-1 Acc (1% labels)

22

Feb 26, 2026

CDFSAR HMDB, SSV2, Diving, UCF, RareAct

77.82HMDB Accuracy

22

Feb 26, 2026

MiniSS zero-shot v2

MAE-Align w/ real humans

68.8Top-1 Accuracy

22

Feb 26, 2026

74.5Top-1 Accuracy

22

Feb 26, 2026

Kinetics 400 (test val)

87.4Top-1 Acc

22

Feb 26, 2026

Hidden Two-Stream Network

91.2Accuracy

22

Feb 26, 2026

SSv2 (train-test)

76.8Top-1 Accuracy

21

May 13, 2026

HMDB51 (train-test)

88.1Top-1 Accuracy

21

May 13, 2026

HDM05 (5-fold stratified cross-validation)

68.01Accuracy

21

May 7, 2026

86.5Top-1 Accuracy

21

May 22, 2026

Charades-Ego first-person (test)

0.338mAP

21

Feb 26, 2026

Page 8 of 32

Popular datasets

UCF101 HMDB Kinetics NTU RGB+D NTU

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