{"title":"Local Steerable Pyramid Binary Pattern Sequence LSPBPS for Face Recognition Method","authors":"Mohamed El Aroussi, Mohammed El Hassouni, Sanaa Ghouzali, Mohammed Rziza, Driss Aboutajdine","volume":35,"journal":"International Journal of Electronics and Communication Engineering","pagesStart":2098,"pagesEnd":2102,"ISSN":"1307-6892","URL":"https:\/\/publications.waset.org\/pdf\/9414","abstract":"<p>In this paper the problem of face recognition under variable illumination conditions is considered. Most of the works in the literature exhibit good performance under strictly controlled acquisition conditions, but the performance drastically drop when changes in pose and illumination occur, so that recently number of approaches have been proposed to deal with such variability. The aim of this work is to introduce an efficient local appearance feature extraction method based steerable pyramid (SP) for face recognition. Local information is extracted from SP sub-bands using LBP(Local binary Pattern). The underlying statistics allow us to reduce the required amount of data to be stored. The experiments carried out on different face databases confirm the effectiveness of the proposed approach.<\/p>\r\n","references":"[1] Li Bai Linlin Shen, A Review on Gabor Wavelets for Face Recognition,\r\nPattern Analysis and Applications, vol. 9, no. 2, pp. 273292, 2006.\r\n[2] A Bouridane W. R. Boukabou, Contourlet-based feature extraction with\r\npca for face recognition, NASA\/ESA Conference on Adaptive Hardware\r\nand Systems, 2008.\r\n[3] A. Majumdar T. Mandal and Q.M. Jonathan Wu., Face recognition by\r\ncurvelet based feature extraction, ICIAR - International Conference on\r\nImage Analysis and Recognition, vol. LNCS 4633, pp. 806817, 2007.\r\n[4] M. El Aroussi, S. Ghouzali, M. El Hassouni, M .Rziza, and D. Aboutajdine,\r\nCurvelet-Based Feature Extraction with B-LDA for Face Recognition,\r\nThe 7th ACS\/IEEE International Conference on Computer Systems\r\nand Applications (AICCSA)., 2009.\r\n[5] R.H. Bamberger and M. J. T. Smith, Filter Bank for the Directional\r\nDecomposition of Images: Theory and Design, IEEE Trans. Pattern\r\nAnalysis and Machine Intelligence, vol. SP-40(4), pp. 882893, 1992.\r\n[6] M Wainwright E P Simoncelli J Portilla, V Strela, Image Denoising using\r\nScale Mixtures of Gaussians in the Wavelet Domain,, IEEE Trans. Image\r\nProcessing, vol. 12, pp. 13381351, 2003.\r\n[7] S. Li and J. Shawe-Taylor, Comparison and fusion of multiresolution\r\nfeatures for texture classification, Pattern Recognition Letters, vol. 25,\r\n2002.\r\n[8] Li Huanga FeiWua Congyong Sua, Yueting Zhuanga, Steerable pyramidbased\r\nface hallucination, IEEE Trans. Pattern Recognition, vol. 28, pp.\r\n813824, 2005.\r\n[9] E P Simoncelli, A Rotation-Invariant Pattern Signature, IEEE Intl Conf on\r\nImage Processing, Laussanne Switzerland Laussanne Switzerland, 1996.\r\n[10] B.; Tsakalides P. Tzagkarakis, G.; Beferull-Lozano, Rotationinvariant\r\ntexture retrieval with gaussianized steerable pyramids, IEEE Trans. Image\r\nProcessing, vol. 15, no. 9, pp. 27022718, 2006.\r\n[11] A.N. Venetsanopoulos S.Z. Li J. Lu, K.N. Plataniotis, Ensemblebased\r\nDiscriminant Learning with Boosting for Face Recognition, IEEE Transactions\r\non Neural Networks, vol. 17, no. 1, pp. 166178, 1 2006.\r\n[12] E.H. Adelson W.T. Freeman, The design and use of steerable filters,\r\nIEEE Trans. Pattern Analysis and Machine Intelligence, vol. 13, no. 9,\r\npp. 891906, 2000.\r\n[13] Moon H. Rauss P.J. Rizvi S. Phillips, P.J., The FERET evaluation\r\nmethodology for face recognition algorithms, IEEE Trans. Pattern Analysis\r\nand Machine Intelligence, vol. 22, no. 10, pp. 891906, 10 2000.\r\n[14] T. Ojala, M. Pietikinen, and T. Menp. Multiresolution gray-scale and\r\nrotation invariant texture classification with local binary patterns. PAMI,\r\n24(7):971-987, 2002.\r\n[15] A. Timo, H. Abdenour, and P. Matti. Face recognition with Local Binary\r\nPatterns. In ECCV 2004, pages 469-481, 2004.\r\n[16] Ojala T, Pietikinen M & Harwood D A comparative study of texture\r\nmeasures with classification based on featured distribution. Pattern Recognition,\r\n29(1),pp 51-59, 1996.\r\n[17] Congyong Su, Yueting Zhuang, Li Huang, Fei Wu Steerable pyramidbased\r\nface hallucination. Pattern Recognition, Vol. 38, No. 6. (June 2005),\r\npp. 813-824.\r\n[18] W. T. Freeman and E. H. Adelson,The design and use of steerable filters,\r\nIEEE Trans. on PAMI, vol. 13, pp. 891-906, Sept. 1991.","publisher":"World Academy of Science, Engineering and Technology","index":"Open Science Index 35, 2009"}