An Efficient Method for Gender Classification using Hybrid CBR

被引:0
|
作者
Saleem, Muhammad Athar [1 ]
Tamoor, Maria [2 ]
Asif, Saara [3 ]
机构
[1] FCCU, Forman Christian Coll, Lahore, Pakistan
[2] FCCU, Comp Sci Dept, NUCES, Lahore, Pakistan
[3] FCCU, Forman Christian Coll, Comp Sci Dept, Lahore, Pakistan
关键词
Gender classification; CBR; LDA; k-nearest neighbors;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
With the advancement in hardware for face recognition, the research focus has shifted towards gender classification. In the recent years, gender classification has become an integral part of many commercial applications. It has been noted to generate monumental revenue for corporate industry among other things. Nevertheless accuracy is a case in point. In this paper, we have experimentally analyzed the accuracy and reliability of state of the art techniques for recognition and gender identification of still facial images. CBR has been used as the underlying model. The idea is to use various distance measures within, individually. Finally we have proposed a hybrid approach taking into account the pros and cons of the known experimented techniques in terms of their efficiency and accuracy.
引用
收藏
页码:116 / 120
页数:5
相关论文
共 50 条
  • [1] EFFICIENT GENDER CLASSIFICATION USING OPTIMIZATION OF HYBRID CLASSIFIERS USING GENETIC ALGORITHM
    Nazir, Muhammad
    Jaffar, M. Arfan
    Hussain, Ayaz
    Mirza, Anwar M.
    INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2011, 7 (12): : 7021 - 7032
  • [2] A hybrid CBR classification model by integrating ANN into CBR
    Biswas, Saroj Kr.
    Baruah, Barnana
    Sinha, Nidul
    Purkayastha, Biswajit
    INTERNATIONAL JOURNAL OF SERVICES TECHNOLOGY AND MANAGEMENT, 2015, 21 (4-6) : 272 - 293
  • [3] Using CBR Systems for Leukemia Classification
    Corchado, Juan M.
    De Paz, Juan F.
    HYBRID ARTIFICIAL INTELLIGENCE SYSTEMS, 2008, 5271 : 688 - 695
  • [4] Efficient Feature Extraction using DCT for Gender Classification
    Goel, Anjali
    Vishwakarma, Virendra P.
    2016 IEEE INTERNATIONAL CONFERENCE ON RECENT TRENDS IN ELECTRONICS, INFORMATION & COMMUNICATION TECHNOLOGY (RTEICT), 2016, : 1925 - 1928
  • [5] A Gender Classification Method Using Age Information
    Ko, Jun Beom
    Lee, Wonjune
    Choi, Sung Eun
    Kim, Jahie
    2014 INTERNATIONAL CONFERENCE ON ELECTRONICS, INFORMATION AND COMMUNICATIONS (ICEIC), 2014,
  • [6] Efficient Traffic Classification Using Hybrid Deep Learning
    Sarhangian, Farnaz
    Kashef, Rasha
    Jaseemuddin, Muhammad
    2021 15TH ANNUAL IEEE INTERNATIONAL SYSTEMS CONFERENCE (SYSCON 2021), 2021,
  • [7] Gender classification of human faces using hybrid classifier systems
    Gutta, S
    Wechsler, H
    1997 IEEE INTERNATIONAL CONFERENCE ON NEURAL NETWORKS, VOLS 1-4, 1997, : 1353 - 1358
  • [8] Chickpea disease classification using hybrid method
    Abuhayi, Biniyam Mulugeta
    Bezabih, Yohannes Agegnehu
    SMART AGRICULTURAL TECHNOLOGY, 2023, 6
  • [9] Method for classification of age and gender using gait recognition
    Yoo H.W.
    Kwon K.Y.
    Kwon, Ki Youn (mrkky@kumoh.ac.kr), 1600, Korean Society of Mechanical Engineers (41): : 1035 - 1045
  • [10] An investigation of a hybrid CBR method for failure mechanisms identification
    Liao, TW
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2004, 17 (01) : 123 - 134