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Age estimation algorithm of facial images based on multi-label sorting.

Authors :
Zhu, Zijiang
Chen, Hang
Hu, Yi
Li, Junshan
Source :
EURASIP Journal on Image & Video Processing; 10/25/2018, Vol. 2018 Issue 1, p1-1, 1p
Publication Year :
2018

Abstract

Multi-label sorting learning has been successful in many fields. It can not only express the complex semantic information of learning objects, but also present good generalization ability in dealing with complex things. This paper proposes age estimation algorithm of facial images based on multi-label sorting. This estimation algorithm is for the lack of facial age dataset, and it changes the traditional multi-valued classification method, simplified the problem of tedious steps to estimate age and shortened the time for model training. A series of experiments on two age datasets shows that the algorithm has achieved very good results in evaluating indicators, and these indicators include MAE (mean absolute error), CS (cumulative score), and convergence rate. When compared with some classic algorithms of age estimation, the efficiency and accuracy of the algorithm are verified. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
16875176
Volume :
2018
Issue :
1
Database :
Complementary Index
Journal :
EURASIP Journal on Image & Video Processing
Publication Type :
Academic Journal
Accession number :
132762432
Full Text :
https://doi.org/10.1186/s13640-018-0353-z