A face recognition system on distributed evolutionary computing using on-line GA

Young, Nam Mi and Bashar, Md. Rezaul and Rhee, Phill Kyu (2006) A face recognition system on distributed evolutionary computing using on-line GA. In: Intelligent Control and Automation: International Conference on Intelligent Computing ( ICIC 2006) Kunming, China, August, 2006, August, 2006, Kunming,China.

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Official URL: http://www.springerlink.com.ezproxy.usq.edu.au/content/0047w18548641j24/fulltext.pdf

Identification Number or DOI: doi: 10.1007/978-3-540-37258-5_2

Abstract

Although there is much research on face recognition, there now exists some limitations especially in illumination and pose. This paper addresses a novel framework to prevail over the illumination barrier and a robust vision system. The key ideas of this paper are distributed evolutionary computing and on-line GA that is the combining concept of context-awareness and genetic algorithm. This research implements Fuzzy ART that carries out the context-awareness, modeling, and identification for the context environment and the system can also distinguish changing environments. On-line GA stores the experiences to make context knowledge that is used for on-line adaptation. Finally, supervised learning is applied to carry on recognition experiments. Experimental results on FERET data set show that On-line GA based face recognition performance is significantly benefited over the application of existing GA classification

Item Type:Conference or Workshop Item (Commonwealth Reporting Category E) (Paper)
Additional Information:ICIC 2006, LNCIS
Uncontrolled Keywords:face recognition; genetic algorithms; image enhancement; image processing; robustness (control systems); context-aware filter fusion; context-awareness; filter fusion representation
Fields of Research (FOR2008):08 Information and Computing Sciences > 0801 Artificial Intelligence and Image Processing > 080109 Pattern Recognition and Data Mining
08 Information and Computing Sciences > 0801 Artificial Intelligence and Image Processing > 080108 Neural, Evolutionary and Fuzzy Computation
08 Information and Computing Sciences > 0801 Artificial Intelligence and Image Processing > 080106 Image Processing
Subjects:UNSPECIFIED
Socio-Economic Objective (SEO2008):E Expanding Knowledge > 97 Expanding Knowledge > 970108 Expanding Knowledge in the Information and Computing Sciences
ID Code:8149
Deposited By:
Deposited On:24 May 2010 15:30
Last Modified:14 May 2012 13:03

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