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Long Hands gesture recognition system: 2 step gesture recognition with machine learning and geometric shape analysis.

Authors :
Popov, Pavel A.
Laganière, Robert
Source :
Multimedia Tools & Applications; Nov2022, Vol. 81 Issue 28, p40311-40342, 32p
Publication Year :
2022

Abstract

A two stage real-time hand gesture recognition system is presented. It combines a machine learning trained detection step with a colour processing contour shape validation step. The detection step is done with either Adaboost Cascades or Support Vector Machines using HOG features. The system achieves a low false positive rate and a sufficient true positive rate necessary for robust real-time performance. It performs well compared to MobileNets a state of the art Neural Network for mobile real-time applications. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
13807501
Volume :
81
Issue :
28
Database :
Complementary Index
Journal :
Multimedia Tools & Applications
Publication Type :
Academic Journal
Accession number :
159839911
Full Text :
https://doi.org/10.1007/s11042-022-12870-8