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Papers Benchmarks Datasets Tasks

Gesture Recognition research benchmarks – Page 2 · SOTA2 Research

Gesture Recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

SHREC 3D Task 4 2017

89.4Global Accuracy

11

Feb 26, 2026

SHREC 3D Task 3 2017

89.4Global Accuracy (G)

11

Feb 26, 2026

SHREC 3D Task 2 2017

89.4Global Accuracy

11

Feb 26, 2026

SHREC 3D Task 1 2017

90.2Global Accuracy (G)

11

Feb 26, 2026

SHREC 3D Task 0 2017

91.2Global Accuracy

11

Feb 26, 2026

Widar3 (Cross-User)

99.37Accuracy

11

Feb 26, 2026

Cambridge (test)

Information Theoretic

96.22Accuracy

11

Feb 26, 2026

DVS128 Gesture Full 11-class (test)

99.62Accuracy

10

Feb 26, 2026

87Accuracy

9

May 12, 2026

89Average Accuracy

9

May 12, 2026

Wi-Fi Gesture Recognition Public Space

0.905Accuracy

9

Mar 24, 2026

Wi-Fi Gesture Recognition (User Independence)

90.29Accuracy

9

Mar 24, 2026

SHREC 2021 (test)

92DR

9

Feb 26, 2026

DHG 14 28Gesture

93.57Accuracy

9

Feb 26, 2026

DHG-14/28 (14Gesture)

95.04Accuracy

9

Feb 26, 2026

MultiMeDaLIS (5-fold cross-validation train)

CAST full (asymmetric fusion)

80.5Top-1 Accuracy

8

May 12, 2026

SHREC 2022 (test)

95DR

8

Feb 26, 2026

WiGesture Zero-Shot

64.81Accuracy

8

Feb 26, 2026

98.97Accuracy

8

Feb 26, 2026

99.3Accuracy

7

May 12, 2026

Widar3 Cross-Ori-Env

95.66Accuracy

7

Feb 26, 2026

Widar3 Cross-Loc-Env

98.82Accuracy

7

Feb 26, 2026

WiGesture Cross Domain (test)

91.72Accuracy

7

Feb 26, 2026

MSRC-12 Kinect Gesture Dataset (cross-subject)

Proposed Method

99.41Accuracy

7

Feb 26, 2026

Temp Conv + LSTM

90.6Jaccard Index

7

Feb 26, 2026

Page 2 of 4

Popular datasets

SHREC Widar3 WiGesture ChaLearn DVS-Gesture

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