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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 371–380 of 572 papers

Title	Date	Tasks	Status	Hype
ICI-Free Channel Estimation and Wireless Gesture Recognition Based on Cellular Signals	Jan 4, 2024	Gesture Recognition	—Unverified	0
Identity-free Artificial Emotional Intelligence via Micro-Gesture Understanding	May 21, 2024	Action RecognitionDeception Detection	—Unverified	0
Identity masking effectiveness and gesture recognition: Effects of eye enhancement in seeing through the mask	Jan 20, 2023	Gesture Recognition	—Unverified	0
Implementation Of Tiny Machine Learning Models On Arduino 33 BLE For Gesture And Speech Recognition	Jul 23, 2022	Gesture RecognitionHand Gesture Recognition	—Unverified	0
Improved Optical Flow for Gesture-based Human-robot Interaction	May 21, 2019	Gesture RecognitionOptical Flow Estimation	—Unverified	0
Improved Static Hand Gesture Classification on Deep Convolutional Neural Networks using Novel Sterile Training Technique	May 3, 2023	ClassificationGesture Recognition	—Unverified	0
Improving Continuous Sign Language Recognition: Speech Recognition Techniques and System Design	Aug 1, 2013	Gesture RecognitionSign Language Recognition	—Unverified	0
Improving Unimodal Inference with Multimodal Transformers	Nov 16, 2023	Emotion RecognitionGesture Recognition	—Unverified	0
IMU-based Modularized Wearable Device for Human Motion Classification	Mar 29, 2023	ClassificationDimensionality Reduction	—Unverified	0
Incremental Online Learning Algorithms Comparison for Gesture and Visual Smart Sensors	Sep 1, 2022	Continual LearningGesture 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