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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 81–90 of 572 papers

Title	Date	Tasks	Status	Hype	Score
GestureGPT: Toward Zero-Shot Free-Form Hand Gesture Understanding with Large Language Model Agents	Oct 19, 2023	Common Sense ReasoningForm	CodeCode Available	0	5
Gesture Recognition in RGB Videos UsingHuman Body Keypoints and Dynamic Time Warping	Jun 25, 2019	Dynamic Time WarpingGeneral Classification	CodeCode Available	0	5
Joint Skeletal and Semantic Embedding Loss for Micro-gesture Classification	Jul 20, 2023	Action ClassificationClassification	CodeCode Available	0	5
Online Recognition of Incomplete Gesture Data to Interface Collaborative Robots	Apr 13, 2023	Dimensionality ReductionGesture Recognition	CodeCode Available	0	5
Force myography benchmark data for hand gesture recognition and transfer learning	Jul 29, 2020	Gesture RecognitionHand Gesture Recognition	CodeCode Available	0	5
An EMG Gesture Recognition System with Flexible High-Density Sensors and Brain-Inspired High-Dimensional Classifier	Feb 28, 2018	EMG Gesture RecognitionGeneral Classification	CodeCode Available	0	5
Fused Depthwise Tiling for Memory Optimization in TinyML Deep Neural Network Inference	Mar 31, 2023	Gesture RecognitionScheduling	CodeCode Available	0	5
TENNs-PLEIADES: Building Temporal Kernels with Orthogonal Polynomials	May 20, 2024	Gesture RecognitionHand Gesture Recognition	CodeCode Available	0	5
Fine-grained Hand Gesture Recognition in Multi-viewpoint Hand Hygiene	Sep 7, 2021	BenchmarkingFine-Grained Image Recognition	CodeCode Available	0	5
Bounded Future MS-TCN++ for surgical gesture recognition	Sep 29, 2022	Gesture RecognitionSurgical Gesture Recognition	CodeCode Available	0	5

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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