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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 411–420 of 572 papers

Title	Date	Tasks	Status	Hype
ModDrop: adaptive multi-modal gesture recognition	Dec 31, 2014	Gesture Recognition	—Unverified	0
MoEMba: A Mamba-based Mixture of Experts for High-Density EMG-based Hand Gesture Recognition	Feb 9, 2025	Gesture RecognitionHand Gesture Recognition	—Unverified	0
MoRSE: Deep Learning-based Arm Gesture Recognition for Search and Rescue Operations	Oct 15, 2022	Gesture Recognition	—Unverified	0
Motion feature augmented network for dynamic hand gesture recognition from skeletal data	Jan 10, 2019	Gesture RecognitionHand Gesture Recognition	—Unverified	0
Motion Feature Augmented Recurrent Neural Network for Skeleton-based Dynamic Hand Gesture Recognition	Aug 10, 2017	General ClassificationGesture Recognition	—Unverified	0
MotionInput v2.0 supporting DirectX: A modular library of open-source gesture-based machine learning and computer vision methods for interacting and controlling existing software with a webcam	Aug 10, 2021	Gesture Recognition	—Unverified	0
Multi-Label Class Balancing Algorithm for Action Unit Detection	Feb 8, 2020	Action Unit DetectionGesture Recognition	—Unverified	0
Multimodal and self-supervised representation learning for automatic gesture recognition in surgical robotics	Oct 31, 2020	DecoderGesture Recognition	—Unverified	0
Multi-modal Fusion for Single-Stage Continuous Gesture Recognition	Nov 10, 2020	Gesture Recognition	—Unverified	0
Multi-Modal Gesture Recognition from Video and Surgical Tool Pose Information via Motion Invariants	Mar 19, 2025	Activity RecognitionGesture Recognition	—Unverified	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