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Papers Benchmarks Datasets Tasks

Gesture Recognition research benchmarks – Page 3 · SOTA2 Research

Gesture Recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

91.9Accuracy

6

Feb 27, 2026

Arduino Nano 33 BLE Swipe Gestures (test)

Convex Attention

1Accuracy

6

Feb 26, 2026

Arduino Nano 33 BLE Tap Gestures (test)

Convex Attention

100Accuracy

6

Feb 26, 2026

mmWave Gesture Dataset Random Positions

94.33Mean Accuracy

6

Feb 26, 2026

mmWave Gesture Dataset Positions P2, P4, P6 (test)

97.26Accuracy (P2)

6

Feb 26, 2026

mmWave Gesture Dataset Positions P1, P3, P5 (train)

97.78Accuracy (P1)

6

Feb 26, 2026

XRF55 Cross-Env

62.15Accuracy

6

Feb 26, 2026

WiGesture New Class (test)

84.75Accuracy

6

Feb 26, 2026

57.25mAP

6

Feb 26, 2026

Ensemble of Knowledge-Sharing Models

86.11Combined Accuracy

6

Mar 9, 2026

ChaLearn Looking at People Challenge 2014 (test)

96.8Accuracy

6

Feb 26, 2026

Ultra-Pro (intra-session)

75.44Average Accuracy

5

Mar 18, 2026

XRF55 Cross-Usr

67.18Accuracy

5

Feb 26, 2026

XRF55 In-Domain

92Accuracy

5

Feb 26, 2026

75.52Accuracy

5

Feb 26, 2026

Widar3 Cross-domain

97.61Accuracy

5

Feb 26, 2026

TCG cross-subject (test)

87.24Accuracy

5

Feb 26, 2026

ChaLearn 2016 (test)

82.07Accuracy

5

Feb 26, 2026

4,690,000Mult-adds (M)

4

Feb 26, 2026

MultiMeDaLIS (Kaggle public leaderboard)

Baseline 10-model ensemble + 2-TTA

84.88Top-1 Accuracy

3

May 12, 2026

96Macro F1

3

Apr 14, 2026

Multimodal Gesture Dataset (LOPO)

0.936F1 Score

3

Mar 6, 2026

Multimodal Gesture Dataset (LOSO)

95.4F1 Score

3

Mar 6, 2026

DVS-Gesture Integer-grid

94.79Accuracy

3

Feb 26, 2026

Drive&Act (test)

34.81Mean Per-Class Accuracy

3

Feb 26, 2026

Page 3 of 4

Popular datasets

SHREC Widar3 WiGesture ChaLearn DVS-Gesture

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