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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 551–560 of 572 papers

Title	Date	Tasks	Status	Hype
Gesture Recognition Portfolios for Personalization	Jun 1, 2014	Gesture RecognitionHandwriting Recognition	—Unverified	0
Proofreading Human Translations with an E-pen	Apr 1, 2014	Gesture RecognitionMachine Translation	—Unverified	0
Gesture recognition based mouse events	Jan 9, 2014	Gesture Recognition	—Unverified	0
One-Shot-Learning Gesture Recognition using HOG-HOF Features	Dec 15, 2013	Dynamic Time WarpingGesture Recognition	—Unverified	0
Principal motion components for gesture recognition using a single-example	Oct 17, 2013	Gesture Recognition	—Unverified	0
Real-Time and Continuous Hand Gesture Spotting: an Approach Based on Artificial Neural Networks	Sep 9, 2013	Gesture Recognition	—Unverified	0
Head Gesture Recognition using Optical Flow based Classification with Reinforcement of GMM based Background Subtraction	Aug 5, 2013	General ClassificationGesture Recognition	—Unverified	0
Improving Continuous Sign Language Recognition: Speech Recognition Techniques and System Design	Aug 1, 2013	Gesture RecognitionSign Language Recognition	—Unverified	0
Classifying and Visualizing Motion Capture Sequences using Deep Neural Networks	Jun 17, 2013	Gesture Recognition	—Unverified	0
Hand Gesture Recognition Based on Karhunen-Loeve Transform	Jun 11, 2013	Edge DetectionGeneral Classification	—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