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Long Hands gesture recognition system: 2 step gesture recognition with machine learning and geometric shape analysis.
- 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]
- Subjects :
- GEOMETRIC analysis
GEOMETRIC shapes
MACHINE learning
GESTURE
SUPPORT vector machines
Subjects
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