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Papers Benchmarks Datasets Tasks

Gesture Recognition research benchmarks · SOTA2 Research

Gesture Recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

nvGesture (test)

92Accuracy (%)

145

Jul 9, 2026

DVS Gesture (test)

Spike-driven Transformer

99.3Accuracy

79

Feb 26, 2026

WiGesture Dataset

99.48Accuracy

73

Feb 26, 2026

Vision SmolMamba

100Accuracy

46

May 15, 2026

GrabMyo (cross-subject)

54.31Accuracy

45

Mar 6, 2026

SHREC'17 1.0 (test)

96.5Accuracy

35

Jun 24, 2026

DVS128-Gesture (test)

98.8Accuracy

32

Jun 12, 2026

79.78Accuracy

26

Apr 16, 2026

75.61Accuracy

26

Apr 16, 2026

98.88Accuracy

25

Jul 1, 2026

96.5Accuracy (%)

22

May 6, 2026

Spike-driven Transformer

0.993Top-1 Accuracy

20

May 28, 2026

Widar3 Cross-Ori

100Accuracy

18

Feb 26, 2026

Widar3 Cross-Loc

99.26Accuracy

18

Feb 26, 2026

Widar3 (In-domain)

100Accuracy

18

Feb 26, 2026

66.79Accuracy

18

Feb 26, 2026

Widar3 (Cross-Env)

99.32Accuracy

17

Feb 26, 2026

ChaLearn Gesture Recognition dataset

ST-LSTM (Tree) + Trust Gate

0.92F1-score

16

Feb 26, 2026

ChaLearn LAP IsoGD (val)

Multiply-Score Fusion All

36.27Accuracy

16

Feb 26, 2026

64.4Accuracy

15

Feb 26, 2026

ChaLearn 2013 (test)

93.27Accuracy

14

Feb 26, 2026

Chalearn IsoGD (test)

66.79Accuracy

13

Feb 26, 2026

SHREC 3D Mean 2017

89.4Global Accuracy (G)

11

Feb 26, 2026

SHREC 3D Task 6 2017

89.4Global Accuracy (G)

11

Feb 26, 2026

SHREC 3D Task 5 2017

89.4Global Accuracy (G)

11

Feb 26, 2026

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SHREC Widar3 WiGesture ChaLearn DVS-Gesture

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