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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 261–270 of 572 papers

Title	Date	Tasks	Status	Hype
Computational ergonomics for task delegation in Human-Robot Collaboration: spatiotemporal adaptation of the robot to the human through contactless gesture recognition	Mar 21, 2022	Gesture Recognition	—Unverified	0
DirecFormer: A Directed Attention in Transformer Approach to Robust Action Recognition	Mar 19, 2022	Action ClassificationAction Recognition	CodeCode Available	1
BEAT: A Large-Scale Semantic and Emotional Multi-Modal Dataset for Conversational Gestures Synthesis	Mar 10, 2022	Gesture GenerationGesture Recognition	CodeCode Available	3
A Novel Hand Gesture Detection and Recognition system based on ensemble-based Convolutional Neural Network	Feb 25, 2022	Gesture RecognitionHand Gesture Recognition	—Unverified	0
Statistical and Spatio-temporal Hand Gesture Features for Sign Language Recognition using the Leap Motion Sensor	Feb 22, 2022	Gesture RecognitionSign Language Recognition	—Unverified	0
Hand Gesture Recognition of Dumb Person Using one Against All Neural Network	Jan 29, 2022	AllGesture Recognition	—Unverified	0
Head and eye egocentric gesture recognition for human-robot interaction using eyewear cameras	Jan 27, 2022	Action RecognitionGesture Recognition	—Unverified	0
ViT-HGR: Vision Transformer-based Hand Gesture Recognition from High Density Surface EMG Signals	Jan 25, 2022	Data AugmentationGesture Recognition	CodeCode Available	1
Fusing Posture and Position Representations for Point Cloud-Based Hand Gesture Recognition	Jan 6, 2022	Gesture RecognitionHand Gesture Recognition	CodeCode Available	1
Real-time Interface Control with Motion Gesture Recognition based on Non-contact Capacitive Sensing	Jan 5, 2022	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