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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 141–150 of 572 papers

Title	Date	Tasks	Status	Hype
SniffyArt: The Dataset of Smelling Persons	Nov 20, 2023	ClassificationGesture Recognition	—Unverified	0
Improving Unimodal Inference with Multimodal Transformers	Nov 16, 2023	Emotion RecognitionGesture Recognition	—Unverified	0
CASTER: A Computer-Vision-Assisted Wireless Channel Simulator for Gesture Recognition	Nov 13, 2023	Gesture RecognitionHand Gesture Recognition	CodeCode Available	1
Hand Gesture Classification on Praxis Dataset: Trading Accuracy for Expense	Nov 1, 2023	Gesture RecognitionHand Gesture Recognition	—Unverified	0
Fast and Expressive Gesture Recognition using a Combination-Homomorphic Electromyogram Encoder	Oct 30, 2023	Electromyography (EMG)Gesture Recognition	CodeCode Available	0
GRLib: An Open-Source Hand Gesture Detection and Recognition Python Library	Oct 23, 2023	Data AugmentationGesture Recognition	CodeCode Available	1
Delayed Memory Unit: Modelling Temporal Dependency Through Delay Gate	Oct 23, 2023	Computational EfficiencyGesture Recognition	CodeCode Available	0
A Technique for Classifying Static Gestures Using UWB Radar	Oct 23, 2023	ClassificationGesture Recognition	—Unverified	0
GestureGPT: Toward Zero-Shot Free-Form Hand Gesture Understanding with Large Language Model Agents	Oct 19, 2023	Common Sense ReasoningForm	CodeCode Available	0
Gesture Recognition for FMCW Radar on the Edge	Oct 13, 2023	Gesture 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