Face Recognition Using Nonlinear Feature Parameter and Artificial Neural Network

被引：6
|
作者：
Narayanan, N. K. [1 ]
Kabeer, V. [1 ]
机构：
[1] Kannur Univ, Sch Informat Sci & Technol, Kannur 670567, Kerala, India
来源：
INTERNATIONAL JOURNAL OF COMPUTATIONAL INTELLIGENCE SYSTEMS | 2010年 / 3卷 / 05期
关键词：
Face recognition; Feature extraction; State space parameters; Fractal dimension; Artificial Neural Network; Pattern Classification;
D O I：
10.1080/18756891.2010.9727723
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
The paper reports a study of nonlinear nature of face image. A novel feature extraction method using state space feature parameter for the recognition of face images is studied. The results of simulation experiments performed on the standard AT & T face database using both Artificial Neural Network and K-Nearest Neighbour recognition algorithms based on Nonlinear Feature Parameter (NLFP) is also presented. Overall recognition accuracy obtained is better for ANN algorithm and is 98.5%.
引用
收藏
页码：566 / 574
页数：9
相关论文
共 50 条
  • [21] Face Recognition Using Neural Network: A Review
    Kasar, Manisha M.
    Bhattacharyya, Debnath
    Kim, Tai-hoon
    INTERNATIONAL JOURNAL OF SECURITY AND ITS APPLICATIONS, 2016, 10 (03): : 81 - 100
  • [22] Neural network face recognition using wavelets
    Karunaratne, PV
    Jouny, II
    APPLICATIONS AND SCIENCE OF ARTIFICIAL NEURAL NETWORKS III, 1997, 3077 : 202 - 213
  • [23] A face recognition method using artificial neural networks
    Omidvar, Mohammadnabi
    Dezfouli, Mashaallah Abbasi
    Rahmani, Amirmasoud
    SECOND INTERNATIONAL CONFERENCE ON DIGITAL IMAGE PROCESSING, 2010, 7546
  • [24] Feature Extraction and Recognition of Bengali Word Using Gabor Filter and Artificial Neural Network
    Nandy , Mahua
    Majumdar, Sumit
    INFORMATION SYSTEMS FOR INDIAN LANGUAGES, 2011, 139 : 42 - 47
  • [25] A Neural Network Based Nonlinear Feature Transformation for Speech Recognition
    Hu, Hongbing
    Zahorian, Stephen A.
    INTERSPEECH 2008: 9TH ANNUAL CONFERENCE OF THE INTERNATIONAL SPEECH COMMUNICATION ASSOCIATION 2008, VOLS 1-5, 2008, : 1533 - +
  • [26] Face Recognition Based On Gabor Local Feature and Convolutional Neural Network
    Qin, Weimeng
    Wang, Lie
    Luo, Wen
    PROCEEDINGS OF THE 2ND INTERNATIONAL CONFERENCE ON COMPUTER ENGINEERING, INFORMATION SCIENCE & APPLICATION TECHNOLOGY (ICCIA 2017), 2017, 74 : 571 - 576
  • [27] Large Pose Invariant Face Recognition Using Feature-based Recurrent Neural Network
    Salan, Teddy
    Iftekharuddin, Khan M.
    2012 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2012,
  • [28] Human Face Recognition Using Combination of ZCA Feature Extraction method and Deep Neural Network
    Tun, Naing Min
    Gavrilov, Alexander, I
    Paing, Pyae Phyo
    2019 INTERNATIONAL CONFERENCE ON INDUSTRIAL ENGINEERING, APPLICATIONS AND MANUFACTURING (ICIEAM), 2019,
  • [29] Pain recognition using artificial neural network
    Monwar, Md. Maruf
    Rezaei, Siamak
    2006 IEEE INTERNATIONAL SYMPOSIUM ON SIGNAL PROCESSING AND INFORMATION TECHNOLOGY, VOLS 1 AND 2, 2006, : 28 - +
  • [30] Speech Recognition using Artificial Neural Network
    Gupta, Arpita
    Joshi, Akshay
    PROCEEDINGS OF THE 2018 IEEE INTERNATIONAL CONFERENCE ON COMMUNICATION AND SIGNAL PROCESSING (ICCSP), 2018, : 68 - 71
12345