The method of user's identification using the fusion of wavelet transform and hidden Markov Models

• Autorzy: Bobulski J.
• Języki publikacji: EN

Abstrakty

EN

The work concerns creation of the original FaMar method of user's identification on the basis of the frontal facial image, in which the fusion of Wavelet Transformation (WT) and Hidden Markov Models (HMM) are used for the three parts of face (eyes, nose, mouth); the decision is made on the basis of the sum maximalisation of likelihood of generating of the models observation.

Słowa kluczowe

EN

biometrics; face identification; hidden Markov models; wavelet transform

PL

biometria; identyfikacja twarzy; ukryte modele Markowa; transformacja falkowa

• Wydawca: Wydawnictwo Politechniki Częstochowskiej
• Czasopismo: Computing, Multimedia and Intelligent Techniques
• Rocznik: 2005
• Tom: Vol. 1 nr 1
• Strony: 173--179
• Opis fizyczny: Bibliogr. 13 poz., rys., tab.

Twórcy

autor

Bobulski J.

• Częstochowa University of Technology, Institute of Computer and Information Sciences, ul. Dąbrowskiego 73, 42-200 Częstochowa, Poland

Bibliografia

• [1] Kirby M., Sirovich L., Application of the Karhunen-Loeve Procedure for the Characterization of Human Faces, IEEE Transaction on Pattern Analysis and Machine Intelligence 1990, 12, 1.
• [2] Kukharev G., Kuzminski A., Techniki biometryczne, Cz. 1 - metody rozpoznawania twarzy, Politechnika Szczecińska, Wydział Informatyki, 2003.
• [3] Chien J.T., Wu Ch.Ch., Discriminant Waveletface and Nearest Feature Classifiers for Face Recognition, IEEE Transactions on Pattern Analysis and Machine Intelligence 2002, 24, 12, 1644-1649.
• [4] Samaria F., Young S., HMM-based Architecture for Face Identification, Image and Vision Computing 1994, October, 12, 8.
• [5] Bobulski J., The Face Recognition Technique Using Wavelet-face, Hidden Markov Model, and Maximum Likelihood Principle, ACS 2003, Miedzyzdroje 2003.
• [6] Bobulski J., Ekstrakcja cech twarzy za pomocą transformaty falkowej, Informatyka Teoretyczna i Stosowana 2003, 3, 4, 127-134.
• [7] Wavelet Toolbox User's Guide, MatLab 5.0, The MathWorks .
• [8] Garcia C., Zikos G., Tziritas G., Wavelet Pocket Analysis for Face Recognition, Image and Vision Computing 2000, 18, 289-297.
• [9] Kozuani A.Z., He F., Sammut K., Wavelet Packet Face Representation and Recognition, Proc. IEEE Conf. Systems, Man, and Cybernetics 1997, 1614-1619.
• [10] Rabiner L.R., A Tutorial on Hidden Markov Models and Selected Application in Speech Recognition, Proc. of the IEEE 1989, February, 77, 2, 257-285.
• [11] Kanungo T., Hidden Markov Model Tutorial, http://www.cfar.umd.edu/~kanungo
• [12] Face Database BioID, http://www.humanscan.com/bioid.htm
• [13] Face Database FaDab, http://icis.pcz.pl/~januszb/baza.htm