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Action Recognition research benchmarks – Page 14 · SOTA2 Research

Action Recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

29Top-5 Accuracy

13

Mar 25, 2026

54.1Accuracy

13

Mar 10, 2026

Spike-driven Transformer

99.3Specific Accuracy (SA)

13

Apr 14, 2026

14.2H->A Transition Rate

13

Feb 26, 2026

Sports-DA (test)

0.979Accuracy (U -> S)

13

Feb 26, 2026

SL-Animals 3Sets

93.75Accuracy

13

Feb 26, 2026

47.4Top-1 Accuracy

13

Feb 26, 2026

65.51Accuracy

13

Feb 26, 2026

64.4Accuracy

13

Feb 26, 2026

MMG-Ego4D 1.0 (test)

Proposed Multimodal Model

63Accuracy (5-way 5-shot)

13

Feb 26, 2026

98.9Accuracy

13

Feb 26, 2026

Stanford-40 (test)

98.8Accuracy

13

Feb 26, 2026

HMDB51 (40% labels)

42.1Accuracy

13

Feb 26, 2026

HMDB51 (50% labels)

0.463Accuracy

13

Feb 26, 2026

HMDB51 (60% labels)

47.1Accuracy

13

Feb 26, 2026

UCF101 5% labels

50.9Accuracy

13

Feb 26, 2026

UCF101 (10% labels)

60.1Accuracy

13

Feb 26, 2026

UCF101 (50% labels)

73.3Accuracy

13

Feb 26, 2026

Something-Else 10-shot

45.5Top-1 Acc

13

Feb 26, 2026

Something-Else 5-shot

37.1Top 1 Acc

13

Feb 26, 2026

Something-Else (Compositional)

67.1Top-1 Acc

13

Feb 26, 2026

MMAct cross-subject protocol

89.6F1 Score

13

Feb 26, 2026

Breakfast (1357:335)

Ours Base Model (+) C2F Ensemble (+) Train Aug. (+) Test Aug.

94.9Accuracy

13

Feb 26, 2026

SRTG r(2+1)d-101

84.326Top-1 Acc

13

Feb 26, 2026

UWA3D protocol V4

73.2Accuracy

13

Feb 26, 2026

Page 14 of 32

Popular datasets

UCF101 HMDB Kinetics NTU RGB+D NTU

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