A Novel Age Estimation Of Facial Image Using KLT

被引:0
|
作者
Santhosh, Kumar G. [1 ]
Suresh, H. N. [2 ]
机构
[1] BIT, Dept ECE, Bangalore, Karnataka, India
[2] BIT, Dept Elect & Instrumentat Engn, Bangalore, Karnataka, India
关键词
Kande-Lucas-Tomasi (KLT); Fast ICA; anthropometric model; artificial neural network;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
In this paper, a proficient feature extraction method has been developed which is based on the Kande-Lucas-Tomasi (KLT) algorithm. Each face image is extracted and is marked for Anthropometric Model (AM) distance measure. The KLT facial coefficients of dissimilar scales & a range of angles are obtained. The coefficients are in use as a feature vector for advance processing. The Fast-Independent component analysis (ICA) algorithm is adopted on face image based on entropy to take out the face characteristic information. Finally, according to the anthropometric model to categorize face feature and artificial neural network (ANN) used to calculate age for all kind of facial databases. Experiments are carried out using the YALE database. An investigational result shows that the recognition rate and Mean Absolute Error (MAE) of the projected algorithm is satisfactory and extremely promising.
引用
收藏
页码:611 / 615
页数:5
相关论文
共 50 条
  • [41] Learning Based Age Estimation Using Joint Loss and Facial Landmarks
    Hsu, Min Chen
    Ding, Jian-Jiun
    2020 INTERNATIONAL SYMPOSIUM ON COMPUTER, CONSUMER AND CONTROL (IS3C 2020), 2021, : 106 - 109
  • [42] Subjective Age Estimation using Speech Sounds: Comparison with Facial Images
    Nishimoto, Mayuka
    Azuma, Yasuhiro
    Miyamoto, Naoyuki
    Fujisawa, Takashi X.
    Nagata, Noriko
    2008 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS (SMC), VOLS 1-6, 2008, : 1899 - 1903
  • [43] Age Classification of Moviegoers Based on Facial Image Using Deep Learning
    Girsang, Abba Suganda
    Nugraha, Dewa Bagus Gde Khrisna Jayanta
    TEM JOURNAL-TECHNOLOGY EDUCATION MANAGEMENT INFORMATICS, 2022, 11 (03): : 1406 - 1415
  • [44] Automatic Age Estimation from Face Images Using Facial Features
    Ingole, Ashwini L.
    Karande, Kailash J.
    2018 2ND IEEE GLOBAL CONFERENCE ON WIRELESS COMPUTING AND NETWORKING (GCWCN - 2018), VOL II, 2018, : 104 - 108
  • [45] Age Estimation using Facial Images: A Survey of the State-of-the-art
    Ahmed, Marwa
    Viriri, Serestina
    PROCEEDINGS OF 2017 SUDAN CONFERENCE ON COMPUTER SCIENCE AND INFORMATION TECHNOLOGY (SCCSIT), 2017, : 11 - 18
  • [46] A method for estimating and modeling age and gender using facial image processing
    Hayashi, J
    Yasumoto, M
    Ito, H
    Koshimizu, H
    VSMM 2001: SEVENTH INTERNATIONAL CONFERENCE ON VIRTUAL SYSTEMS AND MULTIMEDIA, PROCEEDINGS: ENHANCED REALITIES: AUGMENTED AND UNPLUGGED, 2001, : 439 - 448
  • [47] Gene Expression Programming Based Age Estimation Using Facial Features
    Baddrud, Ashutosh Z.
    Laskar, Sunil Kumar
    Majumder, Swanirbhar
    2013 IEEE SECOND INTERNATIONAL CONFERENCE ON IMAGE INFORMATION PROCESSING (ICIIP), 2013, : 442 - 446
  • [48] A Hierarchical Framework for Facial Age Estimation
    Liang, Yuyu
    Wang, Xianmei
    Zhang, Li
    Wang, Zhiliang
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2014, 2014
  • [49] Facial Age Estimation with a Hybrid Model
    Sun, Zhan-Li
    Wang, Nan
    Ban, Ru-Xia
    Chen, Xia
    PROCEEDINGS OF ELM-2017, 2019, 10 : 262 - 270
  • [50] Age estimation from facial images
    Wang, Junyan
    Su, Guangda
    Lin, Xinggang
    Qinghua Daxue Xuebao/Journal of Tsinghua University, 2007, 47 (04): : 526 - 529