Research Article

Article:Evolutionary Fuzzy Clustering and Parallel Neural Networks based Human Identification using Face Biometrics

by  Vivek Srivastava, Bipin K Tripathi, Vinay K Pathak
journal cover
International Journal of Computer Applications
Foundation of Computer Science (FCS), NY, USA
Volume 31 - Issue 7
Published: October 2011
Authors: Vivek Srivastava, Bipin K Tripathi, Vinay K Pathak
10.5120/3834-5330
PDF

Vivek Srivastava, Bipin K Tripathi, Vinay K Pathak . Article:Evolutionary Fuzzy Clustering and Parallel Neural Networks based Human Identification using Face Biometrics. International Journal of Computer Applications. 31, 7 (October 2011), 1-6. DOI=10.5120/3834-5330

                        @article{ 10.5120/3834-5330,
                        author  = { Vivek Srivastava,Bipin K Tripathi,Vinay K Pathak },
                        title   = { Article:Evolutionary Fuzzy Clustering and Parallel Neural Networks based Human Identification using Face Biometrics },
                        journal = { International Journal of Computer Applications },
                        year    = { 2011 },
                        volume  = { 31 },
                        number  = { 7 },
                        pages   = { 1-6 },
                        doi     = { 10.5120/3834-5330 },
                        publisher = { Foundation of Computer Science (FCS), NY, USA }
                        }
                        %0 Journal Article
                        %D 2011
                        %A Vivek Srivastava
                        %A Bipin K Tripathi
                        %A Vinay K Pathak
                        %T Article:Evolutionary Fuzzy Clustering and Parallel Neural Networks based Human Identification using Face Biometrics%T 
                        %J International Journal of Computer Applications
                        %V 31
                        %N 7
                        %P 1-6
                        %R 10.5120/3834-5330
                        %I Foundation of Computer Science (FCS), NY, USA
Abstract

This paper proposed a face recognition technique using evolutionary fuzzy clustering and parallel neural networks. Evolutionary fuzzy clustering is used for optimal distribution of images into the corresponding clusters which are generated through fuzzy clustering. Parallel neural network is used for training and recognition process is done based on the outcome of the parallel neural network. For evaluation of performance of the proposed technique, we use AT & T bell lab face dataset. Experimental analysis shows the efficacy of the proposed method and effect of various parameters on recognition rate.

References
  • D Bhattacharjee, D K Basu, M Nasipuri, M Kundu, “Human face recognition using fuzzy multilayer perceptron”, vol 14 ,pp 559-570, soft computing 2010
  • E R Hruschka, R J G B Campello, A A Freitas, A C P L F de Carvelho,” A survey of evolutionary algorithms for clustering”, IEEE Trans on system man and cybernetics-Part C:applications and reviews, vol 39, no 2, pp-133-155, 2009
  • Guan-Chun Luh, Chun-Yi Lin ,”PCA based immune networks for human face recognition”, 11(2011), 1743-1752, applied soft computing , 2011
  • F Gaxiola ,P Melin,” Parallel neural networks for person recognition using segmentation and the iris biometric measurement with image preprocessing”,IEEE world congress on computational intelligence ,spain 2010.
  • B K Tripatrhi, P K Kalra,”Functional mapping with higher order compensatory neuron model”, ”,IEEE world congress on computational intelligence ,spain 2010.
  • K Deb, “Multi-Objective Optimization using evolutionary algorithms,New york: Wiley, 2001
  • P Fazendeiro and J V de Oliveira, “A semantic driven evolutive fuzzy clustering algorithm”, in Proc IEEE Int Conf Fuzzy Syst., pp. 1-6, 2007.
  • Er MJ, Shiquian w,Juwei L,Hock LT,”Face recognition with radial basis function neural networks,IEEE trnas neural network 13(3),697-709,2002
  • P J F Groenen, K Jajuga”, Fuzzy clsuetring with squared minkowski distances”, fuzzy sets and systems, vol 120,pp. 227-237, 2001
  • AT & T bell laboratories Cambridge database, URL: http://www.camorl.co.uk/facedatabase.html.
  • B K Tripathi, P K Kalra ,” The novel aggregation function based neuron models in complex domain”, 14, 1069-1081, soft computing , springer, 2010
  • Sueli A. Mingoti , Joab O. Lima, “Comparing SOM neural network with Fuzzy c-means, K-means and traditional hierarchical clustering algorithms”, European Journal of Operational Research 174 (2006) 1742–1759, 2006
  • B L Zhang, H Zhang and S S Ge, “ Face recognition by applying wavelet subband representation and kernel associative memory”, IEEE trans neural network, vol 15, no 1, pp 166-177, jan 2004
  • V Srivastava, V K Pathak, “Human recognition in passive environment using bidirectional associative memory”, Intl journal of computer application, vol 1, no 15, pp-1-3, 2010
  • V Srivastava, B K Tripathi, V K Pathak, “Evolutionary fuzzy clustering with minkowski distances”, proceeding of 18th international conference on neural information processing ICONIP 2011, Part II, LNCS 7063, pp. 753--760. Springer, Heidelberg (2011)
  • Tripathi B K , Kalra P K , “On efficient learning machine with root power mean neuron model in complex domain”, IEEE trans on neural network, vol 22, no 5, pp 727-738, 2011.
Index Terms
Computer Science
Information Sciences
No index terms available.
Keywords

Biometrics Face Evolutionary algorithm fuzzy clustering parallel neural network

Powered by PhDFocusTM