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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 471–480 of 572 papers

Title	Date	Tasks	Status	Hype
Deep Learning for Hand Gesture Recognition on Skeletal Data	May 15, 2018	3D Shape Classification3D Shape Retrieval	CodeCode Available	0
An Evaluation Framework for Multimodal Interaction	May 1, 2018	Gesture Recognitionmultimodal interaction	—Unverified	0
CONDUCT: An Expressive Conducting Gesture Dataset for Sound Control	May 1, 2018	Gesture Recognition	—Unverified	0
Motion Fused Frames: Data Level Fusion Strategy for Hand Gesture Recognition	Apr 19, 2018	Action ClassificationGeneral Classification	CodeCode Available	0
Exploiting Recurrent Neural Networks and Leap Motion Controller for Sign Language and Semaphoric Gesture Recognition	Mar 28, 2018	Gesture RecognitionHand Gesture Recognition	—Unverified	0
Depth Pooling Based Large-scale 3D Action Recognition with Convolutional Neural Networks	Mar 17, 2018	3D Action RecognitionAction Recognition	—Unverified	0
Evaluation of Dense 3D Reconstruction from 2D Face Images in the Wild	Mar 14, 2018	3D Face Reconstruction3D Reconstruction	—Unverified	0
An EMG Gesture Recognition System with Flexible High-Density Sensors and Brain-Inspired High-Dimensional Classifier	Feb 28, 2018	EMG Gesture RecognitionGeneral Classification	CodeCode Available	0
Learning to recognize touch gestures: recurrent vs. convolutional features and dynamic sampling	Feb 19, 2018	Gesture Recognition	CodeCode Available	0
Survey on Emotional Body Gesture Recognition	Jan 23, 2018	Cultural Vocal Bursts Intensity PredictionEmotion Recognition	CodeCode Available	1

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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