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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 531–540 of 572 papers

Title	Date	Tasks	Status	Hype
MVTN: A Multiscale Video Transformer Network for Hand Gesture Recognition	Sep 5, 2024	Gesture RecognitionHand Gesture Recognition	CodeCode Available	0
Human Computer Interaction Using Marker Based Hand Gesture Recognition	Jun 23, 2016	Gesture RecognitionHand Gesture Recognition	CodeCode Available	0
The Spike Gating Flow: A Hierarchical Structure Based Spiking Neural Network for Online Gesture Recognition	Jun 4, 2022	Action RecognitionFew-Shot Learning	CodeCode Available	0
A Study of Vision based Human Motion Recognition and Analysis	Aug 24, 2016	Gesture Recognition	CodeCode Available	0
Times series averaging and denoising from a probabilistic perspective on time-elastic kernels	Nov 28, 2016	DenoisingDynamic Time Warping	CodeCode Available	0
Neural Sign Language Translation	Jun 1, 2018	Gesture RecognitionLanguage Modeling	CodeCode Available	0
Enhancing Micro Gesture Recognition for Emotion Understanding via Context-aware Visual-Text Contrastive Learning	May 3, 2024	Contrastive LearningGesture Recognition	CodeCode Available	0
Deep Learning for Hand Gesture Recognition on Skeletal Data	May 15, 2018	3D Shape Classification3D Shape Retrieval	CodeCode Available	0
Deep Learning for Electromyographic Hand Gesture Signal Classification Using Transfer Learning	Jan 10, 2018	Deep LearningEMG Gesture Recognition	CodeCode Available	0
Recognizing Surgical Activities with Recurrent Neural Networks	Jun 20, 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