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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 451–460 of 572 papers

Title	Date	Tasks	Status	Hype
Pervasive Hand Gesture Recognition for Smartphones using Non-audible Sound and Deep Learning	Aug 4, 2021	Data AugmentationGesture Recognition	—Unverified	0
Phase-driven Domain Generalizable Learning for Nonstationary Time Series	Feb 5, 2024	Activity RecognitionGesture Recognition	—Unverified	0
Physical-Layer Semantic-Aware Network for Zero-Shot Wireless Sensing	Dec 8, 2023	Gesture RecognitionZero-Shot Learning	—Unverified	0
PixelRNN: In-pixel Recurrent Neural Networks for End-to-end-optimized Perception with Neural Sensors	Apr 11, 2023	Gesture RecognitionHand Gesture Recognition	—Unverified	0
Towards Open-Set Myoelectric Gesture Recognition via Dual-Perspective Inconsistency Learning	Jul 29, 2024	DiversityEnsemble Learning	—Unverified	0
Principal motion components for gesture recognition using a single-example	Oct 17, 2013	Gesture Recognition	—Unverified	0
ProFi-Net: Prototype-based Feature Attention with Curriculum Augmentation for WiFi-based Gesture Recognition	Apr 28, 2025	Data AugmentationFew-Shot Learning	—Unverified	0
Proofreading Human Translations with an E-pen	Apr 1, 2014	Gesture RecognitionMachine Translation	—Unverified	0
Prospects and Applications of Incoherent Light in Non-contact Wireless Sensing Systems	Apr 19, 2023	Gesture RecognitionStructural Health Monitoring	—Unverified	0
Radar-Based Recognition of Static Hand Gestures in American Sign Language	Feb 20, 2024	Gesture RecognitionHand Gesture Recognition	—Unverified	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