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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 231–240 of 572 papers

Title	Date	Tasks	Status	Hype
A Non-Anatomical Graph Structure for isolated hand gesture separation in continuous gesture sequences	Jul 15, 2022	Boundary DetectionGesture Recognition	—Unverified	0
Deep learning based Hand gesture recognition system and design of a Human-Machine Interface	Jul 7, 2022	Gesture RecognitionHand Detection	—Unverified	0
Real-Time Gesture Recognition with Virtual Glove Markers	Jul 6, 2022	ArticlesGesture Recognition	—Unverified	0
The Gesture Authoring Space: Authoring Customised Hand Gestures for Grasping Virtual Objects in Immersive Virtual Environments	Jul 3, 2022	Gesture RecognitionMixed Reality	—Unverified	0
Literature on Hand GESTURE Recognition using Graph based methods	Jul 1, 2022	Gesture RecognitionHand Gesture Recognition	—Unverified	0
State of the Art of Audio- and Video-Based Solutions for AAL	Jun 26, 2022	Gesture Recognition	—Unverified	0
Real-Time Online Skeleton Extraction and Gesture Recognition on Pepper	Jun 22, 2022	Gesture RecognitionGPU	—Unverified	0
Hands-on Wireless Sensing with Wi-Fi: A Tutorial	Jun 20, 2022	Gesture RecognitionIntrusion Detection	—Unverified	0
Self-Supervised Contrastive Pre-Training For Time Series via Time-Frequency Consistency	Jun 17, 2022	Activity RecognitionDomain Adaptation	CodeCode Available	2
HaGRID - HAnd Gesture Recognition Image Dataset	Jun 16, 2022	Gesture RecognitionHand Detection	CodeCode Available	2

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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