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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 511–520 of 572 papers

Title	Date	Tasks	Status	Hype
ChaLearn Looking at People: A Review of Events and Resources	Jan 10, 2017	Gesture Recognition	—Unverified	0
Large-scale Isolated Gesture Recognition Using Convolutional Neural Networks	Jan 7, 2017	General ClassificationGesture Recognition	—Unverified	0
Cloud Dictionary: Sparse Coding and Modeling for Point Clouds	Dec 15, 2016	Autonomous DrivingDenoising	CodeCode Available	0
Deep Learning with Energy-efficient Binary Gradient Cameras	Dec 3, 2016	Deep LearningFace Detection	—Unverified	0
Times series averaging and denoising from a probabilistic perspective on time-elastic kernels	Nov 28, 2016	DenoisingDynamic Time Warping	CodeCode Available	0
Adaptive Down-Sampling and Dimension Reduction in Time Elastic Kernel Machines for Efficient Recognition of Isolated Gestures	Nov 23, 2016	Action RecognitionDimensionality Reduction	—Unverified	0
Multi-Modality Fusion based on Consensus-Voting and 3D Convolution for Isolated Gesture Recognition	Nov 21, 2016	Gesture Recognition	—Unverified	0
Hand Gesture Recognition for Contactless Device Control in Operating Rooms	Nov 13, 2016	Gesture RecognitionHand Gesture Recognition	—Unverified	0
Vision-based Engagement Detection in Virtual Reality	Sep 5, 2016	Gesture Recognition	—Unverified	0
A Study of Vision based Human Motion Recognition and Analysis	Aug 24, 2016	Gesture Recognition	CodeCode Available	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