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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 11–20 of 572 papers

Title	Date	Tasks	Status	Hype
DSTSA-GCN: Advancing Skeleton-Based Gesture Recognition with Semantic-Aware Spatio-Temporal Topology Modeling	Jan 21, 2025	Action RecognitionGesture Recognition	CodeCode Available	1
KNN-MMD: Cross Domain Wireless Sensing via Local Distribution Alignment	Dec 6, 2024	Action ClassificationAction Classification (1-shot)	CodeCode Available	1
CrossFi: A Cross Domain Wi-Fi Sensing Framework Based on Siamese Network	Aug 20, 2024	Action ClassificationAction Classification (1-shot)	CodeCode Available	1
Real-Time Hand Gesture Recognition: Integrating Skeleton-Based Data Fusion and Multi-Stream CNN	Jun 21, 2024	Action RecognitionGesture Recognition	CodeCode Available	1
GestFormer: Multiscale Wavelet Pooling Transformer Network for Dynamic Hand Gesture Recognition	May 18, 2024	Gesture RecognitionHand Gesture Recognition	CodeCode Available	1
Scalable Event-by-event Processing of Neuromorphic Sensory Signals With Deep State-Space Models	Apr 29, 2024	Audio ClassificationGesture Recognition	CodeCode Available	1
Optimizing the Deployment of Tiny Transformers on Low-Power MCUs	Apr 3, 2024	Gesture RecognitionHand Gesture Recognition	CodeCode Available	1
CASTER: A Computer-Vision-Assisted Wireless Channel Simulator for Gesture Recognition	Nov 13, 2023	Gesture RecognitionHand Gesture Recognition	CodeCode Available	1
GRLib: An Open-Source Hand Gesture Detection and Recognition Python Library	Oct 23, 2023	Data AugmentationGesture Recognition	CodeCode Available	1
Multi-stage Factorized Spatio-Temporal Representation for RGB-D Action and Gesture Recognition	Aug 23, 2023	Gesture RecognitionScene Understanding	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