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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 521–530 of 572 papers

Title	Date	Tasks	Status	Hype
Large-scale Continuous Gesture Recognition Using Convolutional Neural Networks	Aug 22, 2016	General ClassificationGesture Recognition	—Unverified	0
Dynamic Hand Gesture Recognition for Wearable Devices with Low Complexity Recurrent Neural Networks	Aug 14, 2016	Gesture RecognitionHand Gesture Recognition	—Unverified	0
Reasoning about Body-Parts Relations for Sign Language Recognition	Jul 21, 2016	Gesture RecognitionHand Gesture Recognition	—Unverified	0
Training LDCRF model on unsegmented sequences using Connectionist Temporal Classification	Jun 26, 2016	ClassificationGeneral Classification	—Unverified	0
Human Computer Interaction Using Marker Based Hand Gesture Recognition	Jun 23, 2016	Gesture RecognitionHand Gesture Recognition	CodeCode Available	0
Recognizing Surgical Activities with Recurrent Neural Networks	Jun 20, 2016	Gesture Recognition	CodeCode Available	0
Covariance of Motion and Appearance Featuresfor Spatio Temporal Recognition Tasks	Jun 16, 2016	Gesture RecognitionOne-Shot Learning	—Unverified	0
Online Detection and Classification of Dynamic Hand Gestures With Recurrent 3D Convolutional Neural Network	Jun 1, 2016	ClassificationDiversity	—Unverified	0
A Light-powered, Always-On, Smart Camera with Compressed Domain Gesture Detection	May 26, 2016	Dynamic Time WarpingGesture Recognition	—Unverified	0
Ecological Gestures for HRI: the GEE Corpus	May 1, 2016	Gesture 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