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Deep learning approach to control sound through gestures using YOLO algorithm.

Authors :
Kumar, Puneet
Kumar, Raj
Chadha, Raman
Soni, Punit
Source :
AIP Conference Proceedings; 10/21/2022, Vol. 2555 Issue 1, p1-7, 7p
Publication Year :
2022

Abstract

In the era of machine intelligence, dynamic gesture recognition is assumed to be a difficult and challenging problem because it involves the human element. Moreover, the gestures formed for a particular problem vary from person to person. Therefore, the accuracy of classification sometimes becomes inappropriate. Also, gesture recognition is affected by lag in detection; however, a negative lag is assumed to be favorable. In this paper, an attempt has been made to control the system volume through hand gesture recognition which may help in the remote operation of a device and differently-abled people. The YOLO algorithm will deep learning approach is used in this paper, which detects hand movement and its direction. Based on the direction of hand movement, the volume can be increased or decreased. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
0094243X
Volume :
2555
Issue :
1
Database :
Complementary Index
Journal :
AIP Conference Proceedings
Publication Type :
Conference
Accession number :
159806685
Full Text :
https://doi.org/10.1063/5.0108907