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Action Recognition research benchmarks – Page 26 · SOTA2 Research

Action Recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

82.1Accuracy

6

Feb 26, 2026

81.83Accuracy

6

Feb 26, 2026

Kinetics-400 Nov 2018 (new) (test)

77.2Accuracy

6

Feb 26, 2026

Moments in Time (test val)

31.8Accuracy

6

Feb 26, 2026

Jester v1 (test)

CPNet Res34, 5 CP

0.966Accuracy

6

Feb 26, 2026

Jester v1 (val)

CPNet Res34, 5 CP

96.7Accuracy

6

Feb 26, 2026

Action Transformer (Tx+I3D+96f)

24.93mAP

6

Feb 26, 2026

Florence 3D (leave-one-subject-out cross val)

99.07Accuracy

6

Feb 26, 2026

Kinetics-600 Subset October 2018 (val)

79.1Top-1 Acc

6

Feb 26, 2026

UCF101 (50/50 Random Split)

42.5Accuracy

6

Feb 26, 2026

HDM05 (random splits)

85.29Accuracy

6

Feb 26, 2026

JIGSAWS Needle-Passing (LOUO)

74.77Per-frame Accuracy

6

Feb 26, 2026

JIGSAWS Needle-Passing (LOSO)

75.19Per-frame Acc

6

Feb 26, 2026

MSRC-12 Kinect Gesture 1.0 (test (even subjects))

Proposed Method (JTM)

94.86Accuracy

6

Feb 26, 2026

UCF101 temporal stream

81.89Accuracy

6

Feb 26, 2026

100Accuracy

6

Feb 26, 2026

NTU RGB+D hrnet2d 60 (X-view)

98.5Accuracy

6

Feb 26, 2026

UCF101 1% labels (test)

54.3Top-1 Accuracy (Video-level)

5

Jun 23, 2026

KTH (Full Dataset)

Multi-class SVM + HOG + LBP + texture features

99.3Accuracy

5

May 29, 2026

Ego-Exo4D Cooking

TIME + VideoMAEv2

55.74Top-1 Accuracy

5

May 25, 2026

48Accuracy

5

Feb 27, 2026

0.974Top-1 Acc

5

Feb 26, 2026

HWU-USP 39 (test)

71F1 (Weighted)

5

Feb 26, 2026

Opportunity++ 10 (test)

0.73F1 (Weighted)

5

Feb 26, 2026

UCF open-vocabulary

96.1Base Score

5

Feb 26, 2026

Page 26 of 32

Popular datasets

UCF101 HMDB Kinetics NTU RGB+D NTU

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