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Action Recognition research benchmarks – Page 24 · SOTA2 Research

Action Recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Kinetics-400 14 (val)

78.1Top-1 Acc

7

Feb 26, 2026

Action Genome (val)

42.5mAP (Object)

7

Feb 26, 2026

F-PHAB cross-person

88.7Accuracy

7

Feb 26, 2026

F-PHAB 3:1 split

96.76Accuracy

7

Feb 26, 2026

F-PHAB 1:3 split

92.9Accuracy

7

Feb 26, 2026

55.5Top-1 Accuracy

7

Feb 26, 2026

47.54CNN Accuracy (5-way)

7

Feb 26, 2026

Sports1M (test)

77.1Top-1 Acc

7

Feb 26, 2026

HDM05 (10-fold cross sample val)

88.17Accuracy

7

Feb 26, 2026

Northwestern-UCLA Multiview Action 3D Cross-View Setting V2,3 1.0 (train)

83.4Accuracy

7

Feb 26, 2026

UCF-101 (split 3)

95.2Accuracy

7

Feb 26, 2026

UCF-101 (Split 2)

95.4Accuracy

7

Feb 26, 2026

100Accuracy

7

Feb 26, 2026

Berkeley MHAD (test)

Hierarchical RNN

100Accuracy

7

Feb 26, 2026

ActivityNet server v1.2 (test)

91.3Accuracy

7

Feb 26, 2026

21.6Top-5 Accuracy

6

Jun 16, 2026

THUE-ACT-50 10-shot

85.3Accuracy

6

May 28, 2026

UCF-101, HMDB-51, and Kinetics-100 synthesized foggy versions

93.2Accuracy (UCF-101 Foggy)

6

May 21, 2026

HAA-100 (train-test)

89.9Top-1 Acc

6

May 13, 2026

DualStreamHybrid – Weighted

96.86Accuracy

6

Apr 28, 2026

Breakfast Actions

45.6Accuracy

6

Mar 17, 2026

Something-Something V2

17.4Accuracy

6

Mar 17, 2026

19.6Accuracy

6

Mar 17, 2026

NEC-Drone Cross-dataset transfer from UAV-Human

82.7Top-1 Accuracy

6

Mar 9, 2026

UAV-Human Cross-dataset transfer from NEC-Drone

66Top-1 Accuracy

6

Mar 9, 2026

Page 24 of 32

Popular datasets

UCF101 HMDB Kinetics NTU RGB+D NTU

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