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Papers Benchmarks Datasets Tasks

Action Recognition research benchmarks – Page 29 · SOTA2 Research

Action Recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Kinetics Motion

Swin-L + PoseConv3D

0.947Top-1 Accuracy

4

Feb 26, 2026

0.591Accuracy

4

Feb 26, 2026

Kinetics 200 (val)

ViT-B-16 (Semantic Softmax)

84.1Top-1 Accuracy

4

Feb 26, 2026

UCF101 (23-78 split)

KG-based (Ours)

50.13Mean Accuracy

4

Feb 26, 2026

UCF101 Mean over 5 random splits

Proposed GCN method

69.61Mean Accuracy

4

Feb 26, 2026

UCF101 (Split 5)

60.56Accuracy

4

Feb 26, 2026

UCF101 (Split 4)

Proposed GCN method

70.85Accuracy

4

Feb 26, 2026

0.883Accuracy

4

Feb 26, 2026

88.7Accuracy

4

Feb 26, 2026

80.2Accuracy

4

Feb 26, 2026

SYSU Human-Object Interaction (setting-2)

86.2Accuracy

4

Feb 26, 2026

YUP++ (mean all)

HAF+BOW/FV halluc.

92.6Accuracy

4

Feb 26, 2026

HAF+BOW/FV halluc.

89.63Accuracy

4

Feb 26, 2026

SYSU (Setting-2)

81.9Accuracy

4

Feb 26, 2026

UCF101 (81/20 Random Split)

53.8Accuracy

4

Feb 26, 2026

Online RGBD Action (Same environment)

94.6Accuracy

4

Feb 26, 2026

0.939Average Recognition Rate

4

Feb 26, 2026

UCF-Crime 150 clips (test)

SlowFast-R50 action recognition model

100Recall

3

Jul 7, 2026

TimeSformer + DnA

89.2Top-1 Accuracy

3

Jun 26, 2026

HAA-500 (train-test)

84.1Top-1 Accuracy

3

May 13, 2026

NTU-120 (X-Set)

0.65ECE

3

Apr 21, 2026

NTU-120 (X-Sub)

0.78ECE

3

Apr 21, 2026

NTU-60 (X-View)

1.27ECE

3

Apr 21, 2026

0.98ECE

3

Apr 21, 2026

96.8Top-1 Accuracy

3

Apr 6, 2026

Page 29 of 32

Popular datasets

UCF101 HMDB Kinetics NTU RGB+D NTU

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