ERROR PROTECTION OF PCA BASED FACE RECOGNITION FOR TRANSMISSION OVER NOISY CHANNELS

Cilt: 2 Sayı: 2 1 Aralık 2012
  • Gholamreza Anbarjafarı
  • Hasan Demırel
  • Aykut Hocanın
  • Cagrı Ozcınar
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ERROR PROTECTION OF PCA BASED FACE RECOGNITION FOR TRANSMISSION OVER NOISY CHANNELS

Abstract

In this paper, we have proposed a system for reliable communication of coded grayscale facial images over noisy channels. Principle Component Analysis (PCA) is used for face dimensional reduction and face recognition and Repeated Bit Representation (RBR) is proposed to code the eigenfaces for mobile communication applications. Recognition obtained with RBR system approach reaches to %82 for 80 test images (2 poses per person) and 320 training images (8 poses per person) of ORL, by considering only the most important 30 coefficients of principle components in a noisy channel with SNR=-2dB

Keywords

Kaynakça

  1. Hariti, “Low complexity hyperspectral image coding using exogenous orthogonal optimal spectral transform (OrthOST) and degree-2 zerotrees”, IEEE Transaction of Geoscience and Remote Sensing, 2010, DOI: 1109/TGRS.2010.2083671
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  3. Recognition Using Eigenfaces,”, Journal of cognitive Neuroscience, Vol. 3, No. 1, 1991, pp. 72-86. and A. Rosenfeld, “Face recognition: A literature survey”, ACM Computing Surveys, Vol. 35, Issue: 4, 2003.
  4. “Progressive Image Coding for Noisy Channels”, IEEE Signal Processing Letter, Vol. 4, 1997, pp. 198-191.
  5. “Unequal Error Protection Using Convolutional Codes for PCA-Coded Images", Lecture Notes in Computer Science, Vol. , Sep. 2005, pp. 335-342.
  6. Control Coding, 2nd ed., New Jersey: Pearson Prentice Hall, 2004.
  7. LDA based Neural Networks for Human Face Recognition", Face Recognition, by Kresimir Delac and Mislav Grgic, I-Tech Education and Publishing, Chap. 6, 2007, ISBN 978-3- 03-5, pp. 93-106. random variables, and Stochastic Processes,
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Ayrıntılar

Birincil Dil

İngilizce

Konular

-

Bölüm

-

Yazarlar

Gholamreza Anbarjafarı Bu kişi benim

Hasan Demırel Bu kişi benim

Aykut Hocanın Bu kişi benim

Cagrı Ozcınar Bu kişi benim

Yayımlanma Tarihi

1 Aralık 2012

Gönderilme Tarihi

1 Aralık 2012

Kabul Tarihi

-

Yayımlandığı Sayı

Yıl 2012 Cilt: 2 Sayı: 2

Kaynak Göster

APA
Anbarjafarı, G., Demırel, H., Hocanın, A., & Ozcınar, C. (2012). ERROR PROTECTION OF PCA BASED FACE RECOGNITION FOR TRANSMISSION OVER NOISY CHANNELS. International Journal of Electronics Mechanical and Mechatronics Engineering, 2(2), 166-171. https://izlik.org/JA85MS39MA