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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 561–570 of 572 papers

Title	Date	Tasks	Status	Hype	Score
Enhancing Sign Language Detection through Mediapipe and Convolutional Neural Networks (CNN)	Jun 6, 2024	Gesture Recognition	—Unverified	0	0
Evaluation of Dense 3D Reconstruction from 2D Face Images in the Wild	Mar 14, 2018	3D Face Reconstruction3D Reconstruction	—Unverified	0	0
Event-based Action Recognition Using Timestamp Image Encoding Network	Sep 28, 2020	Action RecognitionGesture Recognition	—Unverified	0	0
Event-based Gesture Recognition with Dynamic Background Suppression using Smartphone Computational Capabilities	Nov 19, 2018	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-Driven Implementation of a Physical Reservoir Computing Framework for superficial EMG-based Gesture Recognition	Mar 10, 2025	Gesture RecognitionLow-latency processing	—Unverified	0	0
Event-LSTM: An Unsupervised and Asynchronous Learning-based Representation for Event-based Data	May 10, 2021	Activity RecognitionGesture Recognition	—Unverified	0	0
EvHandPose: Event-based 3D Hand Pose Estimation with Sparse Supervision	Mar 6, 2023	3D Hand Pose EstimationGesture Recognition	—Unverified	0	0
Exploiting Recurrent Neural Networks and Leap Motion Controller for Sign Language and Semaphoric Gesture Recognition	Mar 28, 2018	Gesture RecognitionHand Gesture Recognition	—Unverified	0	0
Exploiting the Logits: Joint Sign Language Recognition and Spell-Correction	Jul 1, 2020	Gesture RecognitionSign Language 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