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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 461–470 of 572 papers

Title	Date	Tasks	Status	Hype
Human-Machine Interface for Remote Training of Robot Tasks	Sep 25, 2018	Gesture RecognitionHand Detection	—Unverified	0
Human activity recognition based on time series analysis using U-Net	Sep 20, 2018	Activity RecognitionGesture Recognition	—Unverified	0
A Generic Multi-modal Dynamic Gesture Recognition System using Machine Learning	Sep 16, 2018	BIG-bench Machine LearningGesture Recognition	CodeCode Available	0
Deformable Pose Traversal Convolution for 3D Action and Gesture Recognition	Sep 1, 2018	Gesture RecognitionHand Gesture Recognition	—Unverified	0
Egocentric Gesture Recognition for Head-Mounted AR devices	Aug 16, 2018	Data AugmentationGesture Recognition	—Unverified	0
Grassmannian Discriminant Maps (GDM) for Manifold Dimensionality Reduction with Application to Image Set Classification	Jun 28, 2018	Dimensionality ReductionFace Recognition	—Unverified	0
HGR-Net: A Fusion Network for Hand Gesture Segmentation and Recognition	Jun 14, 2018	Gesture RecognitionHand Gesture Recognition	CodeCode Available	0
Making Convolutional Networks Recurrent for Visual Sequence Learning	Jun 1, 2018	Action RecognitionFace Alignment	—Unverified	0
Neural Sign Language Translation	Jun 1, 2018	Gesture RecognitionLanguage Modeling	CodeCode Available	0
Gesture Recognition: Focus on the Hands	Jun 1, 2018	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