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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 111–120 of 572 papers

Title	Date	Tasks	Status	Hype
Deep learning based Hand gesture recognition system and design of a Human-Machine Interface	Jul 7, 2022	Gesture RecognitionHand Detection	—Unverified	0
Convolutional Neural Network Array for Sign Language Recognition using Wearable IMUs	Apr 21, 2020	Gesture RecognitionSentence	—Unverified	0
Covariance of Motion and Appearance Featuresfor Spatio Temporal Recognition Tasks	Jun 16, 2016	Gesture RecognitionOne-Shot Learning	—Unverified	0
Classifying and Visualizing Motion Capture Sequences using Deep Neural Networks	Jun 17, 2013	Gesture Recognition	—Unverified	0
Cross-Language Transfer Learning using Visual Information for Automatic Sign Gesture Recognition	May 12, 2023	Gesture RecognitionSign Language Recognition	—Unverified	0
Cross-modal Learning of Graph Representations using Radar Point Cloud for Long-Range Gesture Recognition	Mar 31, 2022	Gesture Recognition	—Unverified	0
CSI4Free: GAN-Augmented mmWave CSI for Improved Pose Classification	Jun 26, 2024	Generative Adversarial NetworkGesture Recognition	—Unverified	0
Data-Free Class Incremental Gesture Recognition via Synthetic Feature Sampling	Aug 21, 2024	class-incremental learningClass Incremental Learning	—Unverified	0
ChaLearn Looking at People: IsoGD and ConGD Large-scale RGB-D Gesture Recognition	Jul 29, 2019	Gesture Recognition	—Unverified	0
An Ensemble of Knowledge Sharing Models for Dynamic Hand Gesture Recognition	Aug 13, 2020	Gesture RecognitionHand 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