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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 41–50 of 572 papers

Title	Date	Tasks	Status	Hype	Score
Comparing SNNs and RNNs on Neuromorphic Vision Datasets: Similarities and Differences	May 2, 2020	FairnessGesture Recognition	CodeCode Available	1	5
GRLib: An Open-Source Hand Gesture Detection and Recognition Python Library	Oct 23, 2023	Data AugmentationGesture Recognition	CodeCode Available	1	5
An Efficient PointLSTM for Point Clouds Based Gesture Recognition	Jun 1, 2020	Gesture RecognitionHand Gesture Recognition	CodeCode Available	1	5
An Efficient Spiking Neural Network for Recognizing Gestures with a DVS Camera on the Loihi Neuromorphic Processor	May 16, 2020	Gesture Recognitionimage-classification	CodeCode Available	1	5
Data-Free Class-Incremental Hand Gesture Recognition	Jan 1, 2023	class-incremental learningClass Incremental Learning	CodeCode Available	1	5
Data-Free Class-Incremental Gesture Recognition with Prototype-Guided Pseudo Feature Replay	May 26, 2025	Gesture Recognition	CodeCode Available	1	5
Development of a hand pose recognition system on an embedded computer using Artificial Intelligence	Oct 3, 2019	Autonomous DrivingGesture Recognition	CodeCode Available	1	5
DSTSA-GCN: Advancing Skeleton-Based Gesture Recognition with Semantic-Aware Spatio-Temporal Topology Modeling	Jan 21, 2025	Action RecognitionGesture Recognition	CodeCode Available	1	5
Online Training Through Time for Spiking Neural Networks	Oct 9, 2022	Event data classificationGesture Recognition	CodeCode Available	1	5
Multi-stage Factorized Spatio-Temporal Representation for RGB-D Action and Gesture Recognition	Aug 23, 2023	Gesture RecognitionScene Understanding	CodeCode Available	1	5

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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