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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 241–250 of 572 papers

Title	Date	Tasks	Status	Hype
Body Gesture Recognition to Control a Social Robot	Jun 15, 2022	Gesture Recognition	—Unverified	0
Efficient recurrent architectures through activity sparsity and sparse back-propagation through time	Jun 13, 2022	Gesture RecognitionLanguage Modeling	CodeCode Available	1
A Synapse-Threshold Synergistic Learning Approach for Spiking Neural Networks	Jun 10, 2022	Event data classificationGesture Recognition	CodeCode Available	0
The Spike Gating Flow: A Hierarchical Structure Based Spiking Neural Network for Online Gesture Recognition	Jun 4, 2022	Action RecognitionFew-Shot Learning	CodeCode Available	0
Low Power Neuromorphic EMG Gesture Classification	Jun 4, 2022	ClassificationEMG Gesture Recognition	—Unverified	0
Snapture -- A Novel Neural Architecture for Combined Static and Dynamic Hand Gesture Recognition	May 28, 2022	Gesture RecognitionHand Gesture Recognition	CodeCode Available	0
HeadText: Exploring Hands-free Text Entry using Head Gestures by Motion Sensing on a Smart Earpiece	May 20, 2022	Dynamic Time WarpingGesture Recognition	—Unverified	0
User Localization using RF Sensing: A Performance comparison between LIS and mmWave Radars	May 17, 2022	Gesture RecognitionIntrusion Detection	—Unverified	0
Efficient Gesture Recognition for the Assistance of Visually Impaired People using Multi-Head Neural Networks	May 14, 2022	Gesture RecognitionObject Recognition	—Unverified	0
A Framework for Event-based Computer Vision on a Mobile Device	May 13, 2022	Face DetectionGesture Recognition	CodeCode Available	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