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Action Recognition research benchmarks – Page 28 · SOTA2 Research

Action Recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Kinetics-400 (320/80)

26.24Top-1 Acc

5

Feb 26, 2026

Kinetics-400 (360/40)

38.92Top-1 Acc

5

Feb 26, 2026

Kinetics 200 (120/80)

0.131Top-1 Accuracy

5

Feb 26, 2026

Kinetics-200 (140/60)

15.28Top-1 Acc

5

Feb 26, 2026

Kinetics-200 (160/40)

24.43Top-1 Accuracy

5

Feb 26, 2026

92.2Robust Accuracy

4

Jun 5, 2026

CMU Motion Graph leave-one-out

97.5Recognition Accuracy

4

Jun 5, 2026

KTH (Scenario 1)

TDRC + silhouette segmentation, keyframe selection, HOG, PCA

96.67Accuracy

4

May 29, 2026

21F1 Score

4

Mar 9, 2026

94.04Accuracy

4

Mar 5, 2026

SSv2 small (test)

63.5Accuracy

4

Feb 26, 2026

ChimpBehave (test)

94.2Top-1 Accuracy

4

Feb 26, 2026

NTU RGB+D 60 120 (offline evaluation)

99.3Accuracy

4

Feb 26, 2026

Something-Something MC V2

InternVideo2_clip-6B

63.5Accuracy

4

Feb 26, 2026

48.4Accuracy

4

Feb 26, 2026

N-UCLA (Cross-Subject)

94.4Accuracy

4

Feb 26, 2026

66.67Accuracy (H to A)

4

Feb 26, 2026

AVA-Kinetics (test)

38.91mAP

4

Feb 26, 2026

North-UCLA (N-UCLA)

Action Capsules

0.6GFLOPs

4

Feb 26, 2026

Action Capsules

3.48GFLOPs

4

Feb 26, 2026

99Accuracy

4

Feb 26, 2026

94.7Accuracy

4

Feb 26, 2026

0.995Accuracy

4

Feb 26, 2026

93.4Accuracy

4

Feb 26, 2026

InternVideo2_s1-6B

97Top-1 Acc

4

Feb 26, 2026

Page 28 of 32

Popular datasets

UCF101 HMDB Kinetics NTU RGB+D NTU

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