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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 221–230 of 572 papers

Title	Date	Tasks	Status	Hype	Score
Event-LSTM: An Unsupervised and Asynchronous Learning-based Representation for Event-based Data	May 10, 2021	Activity RecognitionGesture Recognition	—Unverified	0	0
G3R: Generating Rich and Fine-grained mmWave Radar Data from 2D Videos for Generalized Gesture Recognition	Apr 23, 2024	DecoderGesture Recognition	—Unverified	0	0
Event-Driven Implementation of a Physical Reservoir Computing Framework for superficial EMG-based Gesture Recognition	Mar 10, 2025	Gesture RecognitionLow-latency processing	—Unverified	0	0
Classifying and Visualizing Motion Capture Sequences using Deep Neural Networks	Jun 17, 2013	Gesture Recognition	—Unverified	0	0
Event-based Timestamp Image Encoding Network for Human Action Recognition and Anticipation	Apr 12, 2021	Action RecognitionAction Understanding	—Unverified	0	0
Event-based Gesture Recognition with Dynamic Background Suppression using Smartphone Computational Capabilities	Nov 19, 2018	Gesture Recognition	—Unverified	0	0
ChaLearn Looking at People: IsoGD and ConGD Large-scale RGB-D Gesture Recognition	Jul 29, 2019	Gesture Recognition	—Unverified	0	0
GesturePod: Enabling On-device Gesture-based Interaction for White Cane Users	Oct 20, 2019	Gesture RecognitionTime Series Analysis	—Unverified	0	0
An Ensemble of Knowledge Sharing Models for Dynamic Hand Gesture Recognition	Aug 13, 2020	Gesture RecognitionHand Gesture Recognition	—Unverified	0	0
Event-based Action Recognition Using Timestamp Image Encoding Network	Sep 28, 2020	Action RecognitionGesture Recognition	—Unverified	0	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