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Gesture Recognition research benchmarks – Page 4 · SOTA2 Research

Gesture Recognition

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Drive&Act (val)

40.56Mean Per-Class Acc

3

Feb 26, 2026

JIGSAWS Knot Typing

86.5Accuracy

3

Feb 26, 2026

JIGSAWS (Leave-one-user-out)

80.3Accuracy

3

Feb 26, 2026

CSI Gesture Recognition Datasets

92.7Accuracy

2

Jul 7, 2026

Northwestern University dataset

96.1Accuracy

2

Feb 26, 2026

Kinetics-Skeleton

Two-stream adaptive graph convolutional network

58Accuracy

1

Mar 9, 2026

Two-stream adaptive graph convolutional network

95Accuracy

1

Mar 9, 2026

Static HAnd PosE (SHAPE) Dataset

Deep neural network models

96Accuracy

1

Mar 9, 2026

TCG cross-view (test)

—

—Primary metric

0

Feb 26, 2026

—

—Accuracy

0

Feb 26, 2026

—

—Accuracy

0

Feb 26, 2026

Page 4 of 4

Popular datasets

SHREC Widar3 WiGesture ChaLearn DVS-Gesture

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