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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 321–330 of 572 papers

Title	Date	Tasks	Status	Hype	Score
Real-time Indian Sign Language (ISL) Recognition	Aug 24, 2021	Face DetectionGesture Recognition	—Unverified	0	0
Real-time Interface Control with Motion Gesture Recognition based on Non-contact Capacitive Sensing	Jan 5, 2022	Gesture Recognition	—Unverified	0	0
Real-time, low-cost multi-person 3D pose estimation	Oct 11, 2021	3D Human Pose Estimation3D Multi-Person Pose Estimation	—Unverified	0	0
Real-Time Multimodal Signal Processing for HRI in RoboCup: Understanding a Human Referee	Nov 26, 2024	Gesture Recognition	—Unverified	0	0
Real-Time Online Skeleton Extraction and Gesture Recognition on Pepper	Jun 22, 2022	Gesture RecognitionGPU	—Unverified	0	0
Real-Time Radar-Based Gesture Detection and Recognition Built in an Edge-Computing Platform	May 20, 2020	Action DetectionActivity Detection	—Unverified	0	0
Real-Time System of Hand Detection And Gesture Recognition In Cyber Presence Interactive System For E-Learning	Dec 8, 2014	Gesture RecognitionHand Detection	—Unverified	0	0
Reasoning about Body-Parts Relations for Sign Language Recognition	Jul 21, 2016	Gesture RecognitionHand Gesture Recognition	—Unverified	0	0
ReckOn: A 28nm Sub-mm2 Task-Agnostic Spiking Recurrent Neural Network Processor Enabling On-Chip Learning over Second-Long Timescales	Aug 20, 2022	Gesture RecognitionKeyword Spotting	—Unverified	0	0
Recognition and Prediction of Surgical Gestures and Trajectories Using Transformer Models in Robot-Assisted Surgery	Dec 3, 2022	Activity RecognitionGesture 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