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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
Automated Patient Positioning with Learned 3D Hand Gestures	Jul 20, 2024	Gesture RecognitionHand Detection	—Unverified	0
Zero-Shot Underwater Gesture Recognition	Jul 19, 2024	Generative Adversarial NetworkGesture Recognition	CodeCode Available	0
Exploring the Boundaries of On-Device Inference: When Tiny Falls Short, Go Hierarchical	Jul 10, 2024	Gesture Recognitionimage-classification	—Unverified	0
Helios: An extremely low power event-based gesture recognition for always-on smart eyewear	Jul 6, 2024	Gesture RecognitionHand Gesture Recognition	—Unverified	0
Novel Human Machine Interface via Robust Hand Gesture Recognition System using Channel Pruned YOLOv5s Model	Jul 2, 2024	Gesture RecognitionHand Gesture Recognition	—Unverified	0
CSI4Free: GAN-Augmented mmWave CSI for Improved Pose Classification	Jun 26, 2024	Generative Adversarial NetworkGesture Recognition	—Unverified	0
Deep self-supervised learning with visualisation for automatic gesture recognition	Jun 18, 2024	Gesture RecognitionSelf-Supervised Learning	CodeCode Available	0
Enhancing Sign Language Detection through Mediapipe and Convolutional Neural Networks (CNN)	Jun 6, 2024	Gesture Recognition	—Unverified	0
HHMR: Holistic Hand Mesh Recovery by Enhancing the Multimodal Controllability of Graph Diffusion Models	Jun 3, 2024	3D Hand Pose EstimationGesture 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