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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
Attention in Convolutional LSTM for Gesture Recognition	Dec 1, 2018	Gesture Recognition	CodeCode Available	0
Hand Gesture Recognition based on Radar Micro-Doppler Signature Envelopes	Nov 29, 2018	Gesture RecognitionHand Gesture Recognition	—Unverified	0
Save Our Spectrum: Contact-Free Human Sensing Using Single Carrier Radio	Nov 26, 2018	Gesture Recognition	—Unverified	0
Event-based Gesture Recognition with Dynamic Background Suppression using Smartphone Computational Capabilities	Nov 19, 2018	Gesture Recognition	—Unverified	0
Skeleton-based Gesture Recognition Using Several Fully Connected Layers with Path Signature Features and Temporal Transformer Module	Nov 17, 2018	Computational EfficiencyGeneral Classification	CodeCode Available	0
Distributionally Robust Semi-Supervised Learning for People-Centric Sensing	Nov 12, 2018	Activity RecognitionGesture Recognition	—Unverified	0
DeepGRU: Deep Gesture Recognition Utility	Oct 30, 2018	Action RecognitionCPU	CodeCode Available	0
HANDS18: Methods, Techniques and Applications for Hand Observation	Oct 25, 2018	Gesture RecognitionHand Gesture Recognition	—Unverified	0
Robust Gesture-Based Communication for Underwater Human-Robot Interaction in the context of Search and Rescue Diver Missions	Oct 16, 2018	General ClassificationGesture Recognition	—Unverified	0
Human-Machine Interface for Remote Training of Robot Tasks	Sep 25, 2018	Gesture RecognitionHand Detection	—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