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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 491–500 of 572 papers

Title	Date	Tasks	Status	Hype
Hand Gesture Recognition Using Ultrasonic Waves	Oct 24, 2017	Gesture RecognitionHand Gesture Recognition	—Unverified	0
Using Deep Convolutional Networks for Gesture Recognition in American Sign Language	Oct 18, 2017	Gesture Recognition	CodeCode Available	0
Egocentric Gesture Recognition Using Recurrent 3D Convolutional Neural Networks With Spatiotemporal Transformer Modules	Oct 1, 2017	Gesture Recognition	—Unverified	0
Dynamic Reconfiguration of Mission Parameters in Underwater Human-Robot Collaboration	Sep 26, 2017	Gesture RecognitionHand Gesture Recognition	—Unverified	0
Open Source Dataset and Deep Learning Models for Online Digit Gesture Recognition on Touchscreens	Sep 20, 2017	Gesture RecognitionHandwriting Recognition	CodeCode Available	0
Motion Feature Augmented Recurrent Neural Network for Skeleton-based Dynamic Hand Gesture Recognition	Aug 10, 2017	General ClassificationGesture Recognition	—Unverified	0
Wisture: RNN-based Learning of Wireless Signals for Gesture Recognition in Unmodified Smartphones	Jul 26, 2017	BIG-bench Machine LearningGesture Recognition	CodeCode Available	0
Deep Fisher Discriminant Learning for Mobile Hand Gesture Recognition	Jul 12, 2017	Gesture RecognitionHand Gesture Recognition	CodeCode Available	0
Re-Sign: Re-Aligned End-To-End Sequence Modelling With Deep Recurrent CNN-HMMs	Jul 1, 2017	Activity RecognitionGesture Recognition	—Unverified	0
Personalizing Gesture Recognition Using Hierarchical Bayesian Neural Networks	Jul 1, 2017	Active LearningGesture 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