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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 481–490 of 572 papers

Title	Date	Tasks	Status	Hype
Deep Learning for Electromyographic Hand Gesture Signal Classification Using Transfer Learning	Jan 10, 2018	Deep LearningEMG Gesture Recognition	CodeCode Available	0
Learning Deep and Compact Models for Gesture Recognition	Dec 29, 2017	Gesture RecognitionKnowledge Distillation	CodeCode Available	0
Real-time Egocentric Gesture Recognition on Mobile Head Mounted Displays	Dec 13, 2017	Gesture RecognitionMixed Reality	—Unverified	0
Micro Hand Gesture Recognition System Using Ultrasonic Active Sensing	Dec 1, 2017	Gesture RecognitionHand Gesture Recognition	—Unverified	0
Multivariate Time Series Classification with WEASEL+MUSE	Nov 30, 2017	Classificationfeature selection	CodeCode Available	0
Hand Gesture Recognition with Leap Motion	Nov 12, 2017	Dimensionality ReductionGesture Recognition	—Unverified	0
Egocentric Hand Detection Via Dynamic Region Growing	Nov 10, 2017	Action RecognitionGesture Recognition	—Unverified	0
Doppler-Radar Based Hand Gesture Recognition System Using Convolutional Neural Networks	Nov 7, 2017	Gesture RecognitionHand Gesture Recognition	—Unverified	0
Deformable Deep Convolutional Generative Adversarial Network in Microwave Based Hand Gesture Recognition System	Nov 6, 2017	BIG-bench Machine LearningGenerative Adversarial Network	—Unverified	0
High Five: Improving Gesture Recognition by Embracing Uncertainty	Oct 25, 2017	ClassificationGeneral 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