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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 121–130 of 572 papers

Title	Date	Tasks	Status	Hype
Deciding of HMM parameters based on number of critical points for gesture recognition from motion capture data	Oct 28, 2011	Gesture Recognition	—Unverified	0
Decoupled Representation Learning for Skeleton-Based Gesture Recognition	Jun 1, 2020	Gesture RecognitionRepresentation Learning	—Unverified	0
Deep Attention Network for Enhanced Hand Gesture Recognition System	Apr 15, 2023	Deep AttentionGesture Recognition	—Unverified	0
A Real-time Hand Gesture Recognition and Human-Computer Interaction System	Apr 24, 2017	Gesture RecognitionHand Detection	—Unverified	0
Artificial Neural Networks for Sensor Data Classification on Small Embedded Systems	Dec 15, 2020	General ClassificationGesture Recognition	—Unverified	0
CGAP2: Context and gap aware predictive pose framework for early detection of gestures	Nov 18, 2020	Autonomous VehiclesDecoder	—Unverified	0
Adversary Helps: Gradient-based Device-Free Domain-Independent Gesture Recognition	Apr 8, 2020	Gesture RecognitionTransfer Learning	—Unverified	0
A Convolutional Spiking Network for Gesture Recognition in Brain-Computer Interfaces	Apr 21, 2023	EEGGesture Recognition	—Unverified	0
CaptAinGlove: Capacitive and Inertial Fusion-Based Glove for Real-Time on Edge Hand Gesture Recognition for Drone Control	Jun 7, 2023	Gesture RecognitionHand Gesture Recognition	—Unverified	0
Advancements in Tactile Hand Gesture Recognition for Enhanced Human-Machine Interaction	May 27, 2024	Feature EngineeringGesture 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