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Action Recognition research benchmarks – Page 22 · SOTA2 Research

Action Recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

98.8Top-1 Acc

8

Feb 26, 2026

56.5Top-1 Accuracy

8

Feb 26, 2026

UCF-HMDB H → U small

99.47Accuracy

8

Feb 26, 2026

UCF-HMDB U → H small

TemPooling + DANN

99.33Accuracy

8

Feb 26, 2026

95.3Accuracy

8

Feb 26, 2026

95.1Accuracy

8

Feb 26, 2026

Hidden Two-Stream Network

80.6Mean Accuracy

8

Feb 26, 2026

99.07Accuracy

8

Feb 26, 2026

CMU 2235 sequences (4-fold cross val)

Clips + CNN + MTLN

88.3Accuracy

8

Feb 26, 2026

CMU subset 664 sequences (3-fold cross validation)

Clips + CNN + MTLN

93.22Accuracy

8

Feb 26, 2026

MAD → MSRAction3DExt

85.65Accuracy

8

Feb 26, 2026

MSRAction3DExt → MAD

86.43Accuracy

8

Feb 26, 2026

UTD-MHAD → MSRAction3DExt

67.91Accuracy

8

Feb 26, 2026

MSRAction3DExt → UTD-MHAD

77.5Accuracy

8

Feb 26, 2026

G3D → MSRAction3DExt

68.09Accuracy

8

Feb 26, 2026

MSRAction3DExt → G3D

89.58Accuracy

8

Feb 26, 2026

MSR-Action3D All Action Classes

93.1Accuracy

8

Feb 26, 2026

PKU-MMD SMIE (46/5)

70.76Top-1 Acc

8

Feb 26, 2026

55.13Top-1 Accuracy

7

Jun 23, 2026

PromptSRC + Bi-CoG

83.09Harmonic Mean (HM)

7

May 12, 2026

NTU-120 [60/60]

27.2Top-1 Accuracy

7

Apr 3, 2026

37Top-1 Accuracy

7

Apr 3, 2026

VGGSound-C audio corruptions

43.4Accuracy (Gaussian Noise)

7

Mar 4, 2026

Kinetics50-C audio corruptions

75.7Accuracy (Gaussian Noise)

7

Mar 4, 2026

SurgVisDom Hard Domain Adaptation

64.2Weighted F1

7

Feb 26, 2026

Page 22 of 32

Popular datasets

UCF101 HMDB Kinetics NTU RGB+D NTU

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