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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 521–530 of 572 papers

Title	Date	Tasks	Status	Hype	Score
DeepSORT-Driven Visual Tracking Approach for Gesture Recognition in Interactive Systems	May 11, 2025	Gesture Recognitionmultimodal interaction	—Unverified	0	0
Deep video gesture recognition using illumination invariants	Mar 21, 2016	Gesture Recognition	—Unverified	0	0
Deformable Deep Convolutional Generative Adversarial Network in Microwave Based Hand Gesture Recognition System	Nov 6, 2017	BIG-bench Machine LearningGenerative Adversarial Network	—Unverified	0	0
Deformable Pose Traversal Convolution for 3D Action and Gesture Recognition	Sep 1, 2018	Gesture RecognitionHand Gesture Recognition	—Unverified	0	0
DenseImage Network: Video Spatial-Temporal Evolution Encoding and Understanding	May 19, 2018	Action Recognition In VideosGesture Recognition	—Unverified	0	0
Deploying Machine Learning Models to Ahead-of-Time Runtime on Edge Using MicroTVM	Apr 10, 2023	CPUGesture Recognition	—Unverified	0	0
Depth Pooling Based Large-scale 3D Action Recognition with Convolutional Neural Networks	Mar 17, 2018	3D Action RecognitionAction Recognition	—Unverified	0	0
Designing Semi-Structured Pruning of Graph Convolutional Networks for Skeleton-based Recognition	Dec 16, 2024	Gesture RecognitionHand Gesture Recognition	—Unverified	0	0
Deep learning based Hand gesture recognition system and design of a Human-Machine Interface	Jul 7, 2022	Gesture RecognitionHand Detection	—Unverified	0	0
DiG-Net: Enhancing Quality of Life through Hyper-Range Dynamic Gesture Recognition in Assistive Robotics	May 30, 2025	Gesture 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