Tytuł artykułu
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Warianty tytułu
Języki publikacji
Abstrakty
The paper addresses the problem of face recognition, using matrix description of original face images. Reduced dimensionality matrix representation of face image is obtained with linear discriminant analysis (LDA) applied simultaneously to rows and columns of original image matrix, called LDArc. We have extended the applicability of LDA to a case of one training image per person, using simple methods of training image “replication” with so called “down-sampling” procedure. Developed method is applied with success to a few well known face database, like ORL, FERET and Face94.
Czasopismo
Rocznik
Tom
Strony
167--185
Opis fizyczny
Bibliogr. 32 poz., rys., tab.
Twórcy
autor
- Szczecin University of Technology, Poland
autor
- St.-Petersburg Electrotechnical University, Russia
autor
- Ministry of Public Security, Vietnam
Bibliografia
- [1] P. N. Belhumeour, J. P. Hespanha, D. J. Kriegman: Eigenfaces vs. Fisherfaces: recognition using class specific linear projection. IEEE Trans. Pattern Analysis and Machine Intelligence. Vol. 19, No. 7, 1997, pp. 711-720.
- [2] Biometric Data Interchange Formats. www.icao.int/mrtd/download/technical.cmf
- [3] L. Chen, H. Liao, M. Ko, J. Lin, G. Yu.: A new LDA-based face recognition system which can solve the small sample size problem. Pattern Recognition, Vol. 33, No. 10, 2000, pp. 1713-1726.
- [4] S.C. Chen, Y. L. Zhu, D.Q. Zhang, J. Y. Yang. Feature extraction approaches based on matrix pattern: MatPCA and MatFLDA. Pattern Recognition Letters, 26, 2005, pp. 1157-1167.
- [5] Dong-uk Cho, Un-dong Chang, Kwan-dong Kim, Bong-hyun Kim, Se-hwan Lee. (2D)2DLDA for efficient face recognition. LNCS 4319, pp. 314-321, 2006, Springer-Verlag, Berlin Heidelberg.
- [6] Eleyan Alaa and Hasan Demirel. PCA and LDA based Neural Networks for Human Face Recognition in book Face Recognition, I-Tech, Vienna, Austria, June 2007, pp.93- 118.
- [7] Face Databases. Chapter 13 in “Handbook of Face Recognition”, Springer, 2005.
- [8] K. Fukunaga. Introduction to statistical pattern recognition, 2nd Ed. New York: Academic Press, 1990.
- [9] Han Ke, Zhu Xiuchang. Research on Two-Dimensional LDA for Face Recognition. Journal of Electronics (China), November 2006, Vol.23, No.6, pp. 943-947.
- [10] Кухарев Г. А. Биометрические системы: Методы и средства идентификации личности человека. (Biometric Systems: Methods and Means for People Recognition) .– СПб.: Политехника, 2001. – 240 с.
- [11] Kuchariew G. Forczmański P. Kompresja i uporządkowanie danych obrazowych dla zadań rozpoznawania. – Materiały V Sesji Naukowej Informatyki. INFORMA, Szczecin 2000, s. 15 – 21.
- [12] Kuchariew G. Forczmański P. Hierarchical Method of Reduction of Features Dimensionality for Image Recognition and Graphical Data Retrieval. Sixth International Conference on "Pattern Recognition and Information Processing" (PRIP’01), May 15-17, 2001, Minsk, Belarus, vol. 2, pp. 57-72.
- [13] Kukharev G., Forczmański P. Data Dimensionality Reduction for Face Recognition – Machine GRAPHICS & VISION, vol.13, no. 1/2, 2004, pp 99-121.
- [14] G. Kukharev, P. Forczmanski, Face Recognition by Means of Two-Dimensional Direct Linear Discriminant Analysis. PRIP’05, May 2005, Minsk, Republic of Belarus, vol. 2, pp. 63-67.
- [15] Kukharev G., Forczmański P. Two-Dimensional LDA Approach to Image Compression and Recognition – in "Computing, Multimedia and Intelligent Techniques" – Czestochowa University of Technology, Poland, Vol. 2, No. 1, 2006, pp. 45 – 53.
- [16] Kukharev G., Forczmanski P.. Facial Images Dimensionality Reduction and Recognition by Means of 2DKLT. Machine GRAPHICS & VISION, Vol.16, No. 3/4, 2007, pp. 401-425.
- [17] Kukharev G., Kuzminski A. Techniki Biometriczne. Część 1. Metody Rozpoznawania Twarzy. (Biometric Technology: Face Recognition Methods). – Szczecin (Poland): Pracownia Poligraficzna WI PS, 2003, - 310 s.
- [18] Kukharev G., Miklasz M., Nguyen The Binh. Strategy of constructions a class Face Retrieval system. In “Methods of applied computer science”/ KI PAN, No 2/2007 (12), Szczecin, Poland, pp. 61-72.
- [19] Kuchariew G., Tujaka A. Real-time Face Recognition System for Visitor Identification. The Seventh International Conference Advanced Computer Systems. ACS’2000, October 2000, Szczecin, Poland, pp.516 –522.
- [20] The ORL face database. www.uk.research.att.com/facedatabase.html.
- [21] Philips P. J., Wechsler H., Huang J., Rauss P. The FERET database and evaluation procedure for face recognition algorithms. Image and Vision Computing, Vol. 16, No. 5, 1998, pp 295-306.
- [22] F. Samaria, S. Young. HMM-based architecture for face identification. Image and Vision Computing, 1994, 12(8), pp. 537-543.
- [23] Xiaoyang Tan, Songcan Chen, Zhi-Hua Zhou, Fuyan Zhang. Face recognition from a single image per person: a survey, Pattern Recognition, Vol. 39(9), September 2006, pp. 1725-1745.
- [24] Tsapatsoulis N., Alexopoulos V., Kollias S. A Vector Based Approximation of KLT and Its Application to Face Recognition,, Proceedings of the IX European Signal Processing Conference EUSIPCO-98, September 8-11, 1998, Greece, vol.III, pp.1581-1584.
- [25] Face94 - facial images collection. http://cswww.essex.ac.uk/mv/allfaces/faces94.html.
- [26] Wang Li-Wei, Wang Xiao, Chang Ming, Feng Ju-Fu. Is two-dimensional PCA a new technique? Acta Automatica Sinica, Vol. 31, No. 5, September 2005.
- [27] D. Xu, S. Yan, L. Zhang, M. Li, W. Ma, Z. Liu, H. Zhang. Parallel image matrix compression for face recognition. Multimedia Modelling Conference, 2005. Proceedings of the 11th International, 12-14 Jan. 2005, pp. 232 – 238.
- [28] Yang J., Zhang D., Frangi A. F., Yang,J-Y. Two-dimensional PCA: A new approach to appearance-based face representation and recognition. IEEE Transactions on Pattern Analysis and Machine Intelligence, 2004, 26(1), pp. 131-137.
- [29] Jieping Ye, Ravi Janardan, Qi Li. Two-Dimensional Linear Discriminant Analysis, Neural Information Processing Systems Foundation (NIPS’2004: 14.03.2005).
- [30] Jieping Ye. Generalized. Low Rank Approximations of Matrices. Machine Learning 61 (1-3), November, 2005, pp. 167-191.
- [31] H. Yu, J. Yang: A direct LDA algorithm for high-dimensional data with application to face recognition. Pattern Recognition, Vol. 34, No. 10, 2001, pp. 2067-2070.
- [32] Xiao-Yuan Jing, Hau-San Wong, David Zhang. Face recognition based on 2D Fisherface approach. Pattern Recognition 39, 2006, pp.707 – 710.
Typ dokumentu
Bibliografia
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