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Hand Gesture Recognition research benchmarks · SOTA2 Research

Hand Gesture Recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

SHREC 14 Gestures 17

97.74Accuracy

42

Feb 26, 2026

91.7Accuracy

31

May 6, 2026

SHREC 28 Gestures '17

94.05Accuracy

26

Feb 26, 2026

SHREC 2017 (val)

96.72Average Accuracy

23

Jun 2, 2026

EgoGesture (test)

94.3Accuracy

21

Feb 26, 2026

DHG 28 gestures

90.9Accuracy

18

Feb 26, 2026

DHG 14 gestures

93.8Accuracy

18

Feb 26, 2026

Cambridge Hand Gesture (test)

1,002Model Params

17

Feb 26, 2026

Jester 1 (test)

96.6Top-1 Accuracy

17

Feb 26, 2026

NVGesture 2016 (test)

84.85Accuracy

17

Feb 26, 2026

Tripathi et al.

98.1Accuracy (14G)

13

Feb 26, 2026

Deformable ResNeXt101

96.6Top-1 Acc

13

May 25, 2026

3D Skeleton CNN+LSTM

85.61Average Recognition Rate

12

Feb 26, 2026

DHG-14 (Coarse)

SL-fusion-Maximum

90.94Average Recognition Rate

12

Feb 26, 2026

3D Skeleton CNN+LSTM

78Average Recognition Rate

12

Feb 26, 2026

DVS128 10-class (test)

100Accuracy

11

Feb 26, 2026

FPHA 1:1 evaluation protocol (val)

95.93Accuracy

10

Feb 26, 2026

95.93Accuracy

10

Feb 26, 2026

VIVA hand gesture dataset (8-fold cross-subject)

81.33Accuracy

10

Feb 26, 2026

OpenWatch Clip-Level, k=3 (test)

90.3F1 Score

8

May 7, 2026

OpenWatch Window-Level (test)

76.8F1 Score

8

May 7, 2026

Senz3D 30% (test)

99.747Accuracy

6

Feb 26, 2026

NTU Hand Digit (test)

96.667Accuracy

6

Feb 26, 2026

86.08Accuracy

6

Feb 26, 2026

Home-scenario (test)

MiMo-VL-Miloco-7B

86.3F1 Score (OK)

4

Feb 26, 2026

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