A New Hybrid Model to Predict Human Age Estimation from Face Images Based on Supervised Machine Learning Algorithms

被引:3
作者
Al-Dujaili, Mohammed Jawad [1 ]
Ahily, Hydr Jabar Sabat [2 ]
机构
[1] Univ Kufa, Fac Engn, Dept Elect & Commun, Kufa, Iraq
[2] Minist Higher Educ & Sci Res, Res & Dev Dept, Kufa, Iraq
关键词
Age estimation; Feature extraction; Feature selection; SVM; SVR;
D O I
10.2478/cait-2023-0011
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Age estimation from face images is one of the significant topics in the field of machine vision, which is of great interest to controlling age access and targeted marketing. In this article, there are two main stages for human age estimation; the first stage consists of extracting features from the face areas by using Pseudo Zernike Moments (PZM), Active Appearance Model (AAM), and Bio-Inspired Features (BIF). In the second step, Support Vector Machine (SVM) and Support Vector Regression (SVR) algorithms are used to predict the age range of face images. The proposed method has been assessed utilizing the renowned databases of IMDB-WIKI and WIT-DB. In general, from all results obtained in the experiments, we have concluded that the proposed method can be chosen as the best method for Age estimation from face images.
引用
收藏
页码:20 / 33
页数:14
相关论文
共 34 条
[1]  
Al Dujaili M. J., 2021, Int. J. Elect. Comput. Eng., V11, P1259, DOI 10.11591/ijece.v11i2.pp1259-1264
[2]   Novel Approach for Reinforcement the Extraction of ECG Signal for Twin Fetuses Based on Modified BSS [J].
Al-Dujaili, Mohammed Jawad ;
Mezeel, Mushtaq Talib .
WIRELESS PERSONAL COMMUNICATIONS, 2021, 119 (03) :2431-2450
[3]   Age estimation via face images: a survey [J].
Angulu, Raphael ;
Tapamo, Jules R. ;
Adewumi, Aderemi O. .
EURASIP JOURNAL ON IMAGE AND VIDEO PROCESSING, 2018,
[4]  
[Anonymous], 2022, KNOWL-BASED SYST, V256
[5]  
[Anonymous], 2012, AGING PROCESS FACE T
[6]  
[Anonymous], 2023, WIRELESS PERS COMMUN, P1
[7]  
[Anonymous], 2023, INT J INTERACTIVE MO, V17
[8]  
[Anonymous], 2021, J INF SCI ENG, V37
[9]  
[Anonymous], 2014, P INT C INF COMM TEC
[10]  
[Anonymous], 2022, SIGNAL IMAGE VIDEO P, P1