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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 111–120 of 572 papers

Title	Date	Tasks	Status	Hype
A Diffusion-based Data Generator for Training Object Recognition Models in Ultra-Range Distance	Apr 15, 2024	Gesture RecognitionObject Recognition	—Unverified	0
SDFR: Synthetic Data for Face Recognition Competition	Apr 6, 2024	BenchmarkingFace Recognition	—Unverified	0
Multi-Scale Spatial-Temporal Self-Attention Graph Convolutional Networks for Skeleton-based Action Recognition	Apr 3, 2024	Action RecognitionGesture Recognition	—Unverified	0
Optimizing the Deployment of Tiny Transformers on Low-Power MCUs	Apr 3, 2024	Gesture RecognitionHand Gesture Recognition	CodeCode Available	1
Zero-shot Prompt-based Video Encoder for Surgical Gesture Recognition	Mar 28, 2024	Gesture RecognitionSurgical Gesture Recognition	CodeCode Available	0
An Evolutionary Network Architecture Search Framework with Adaptive Multimodal Fusion for Hand Gesture Recognition	Mar 27, 2024	Gesture RecognitionHand Gesture Recognition	—Unverified	0
Agile gesture recognition for low-power applications: customisation for generalisation	Mar 12, 2024	Few-Shot LearningGesture Recognition	—Unverified	0
High-speed Low-consumption sEMG-based Transient-state micro-Gesture Recognition	Mar 4, 2024	Action DetectionElectromyography (EMG)	—Unverified	0
A Simple Baseline for Efficient Hand Mesh Reconstruction	Mar 4, 2024	3D Hand Pose EstimationComputational Efficiency	CodeCode Available	2
Radar-Based Recognition of Static Hand Gestures in American Sign Language	Feb 20, 2024	Gesture RecognitionHand 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