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Gesture Recognition

Gesture Recognition is an active field of research with applications such as automatic recognition of sign language, interaction of humans and robots or for new ways of controlling video games.

Source: Gesture Recognition in RGB Videos Using Human Body Keypoints and Dynamic Time Warping

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 291–300 of 572 papers

Title	Date	Tasks	Status	Hype	Score
One-Shot-Learning Gesture Recognition using HOG-HOF Features	Dec 15, 2013	Dynamic Time WarpingGesture Recognition	—Unverified	0	0
One Snapshot is All You Need: A Generalized Method for mmWave Signal Generation	Mar 27, 2025	AllGesture Recognition	—Unverified	0	0
One-Stage-TFS: Thai One-Stage Fingerspelling Dataset for Fingerspelling Recognition Frameworks	Nov 5, 2024	Gesture RecognitionHand Detection	—Unverified	0	0
Online Detection and Classification of Dynamic Hand Gestures With Recurrent 3D Convolutional Neural Network	Jun 1, 2016	ClassificationDiversity	—Unverified	0	0
Online Few-shot Gesture Learning on a Neuromorphic Processor	Aug 3, 2020	Few-Shot LearningGesture Recognition	—Unverified	0	0
Online Gesture Recognition using Transformer and Natural Language Processing	May 5, 2023	DecoderGesture Recognition	—Unverified	0	0
Online hand gesture recognition using Continual Graph Transformers	Feb 20, 2025	Action RecognitionContinual Learning	—Unverified	0	0
On the Pareto Efficiency of Quantized CNN	Sep 25, 2019	Gesture RecognitionQuantization	—Unverified	0	0
Open Access Dataset for Electromyography based Multi-code Biometric Authentication	Jan 4, 2022	Gesture Recognition	—Unverified	0	0
Optical Wireless Communications: Enabling the Next Generation Network of Networks	Dec 21, 2024	Gesture Recognition	—Unverified	0	0

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All datasets DVS128 Gesture CapgMyo DB-a CapgMyo DB-b CapgMyo DB-c ChaLearn 2013 Chalearn 2014 ChaLearn 2016 GesturePod Montalbano MSRC-12 Ninapro DB-1 12 gestures Ninapro DB-1 8 gestures

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	TENNs-PLEIADES	Accuracy (%)	100	—	Unverified
2	mMND (BPTT)	Accuracy (%)	98	—	Unverified
3	EGRU	Accuracy (%)	97.8	—	Unverified
4	AlexNet+LSTM	Accuracy (%)	97.73	—	Unverified
5	S-TLLR	Accuracy (%)	97.72	—	Unverified
6	Event-SSM	Accuracy (%)	97.7	—	Unverified
7	STL-SNN	Accuracy (%)	97.22	—	Unverified
8	OTTT	Accuracy (%)	96.88	—	Unverified
9	STS-ResNet	Accuracy (%)	96.7	—	Unverified
10	mMND (STDP)	Accuracy (%)	96.6	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	2SRNN	Accuracy	97.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	2SRNN	Accuracy	97.1	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	2SRNN	Accuracy	96.8	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	3S Net TTM	Accuracy	92.08	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	3D-CNN + LSTM	Accuracy	93.2	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	3S Net TTM	Accuracy	39.95	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	GesturePod	Real World Accuracy	92	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Temp Conv + LSTM	Error rate	2.77	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	3S Net TTM	Accuracy	99.01	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	2SRNN	Accuracy	84.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	2SRNN	Accuracy	90.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	PointLSTM	14 gestures accuracy	95.9	—	Unverified