DocumentCode :
1923114
Title :
Face Recognition Algorithm Using the Discrete Gabor Transform
Author :
Aguilar-Torres, Gualberto ; Sanchez-Perez, Gabriel ; Nakano-Miyatake, Mariko ; Pérez-Meana, Héctor
Author_Institution :
Professor Graduate Sch., ESIME Culhuacan
fYear :
2007
fDate :
26-28 Feb. 2007
Firstpage :
35
Lastpage :
35
Abstract :
This paper proposes a face recognition algorithm in which the discrete Gabor transform is used to extract the image face features vector that is then feed into a multilayer perceptron to be carried out the recognition task. The features vector, estimated using the Gabor transform, presents a small intra-person variation while the inter-persons variation is considerably large. This fact provides robustness against changes in illumination, wardrobe, facial expressions, scale, and position inside the captured image, as well as inclination, noise contamination and filtering. Proposed scheme also provides some tolerance to changes on the age of the person under analysis. Evaluation results using the proposed scheme with identification and verification configurations are given to show the desirable features of proposed algorithm
Keywords :
Gabor filters; discrete transforms; face recognition; feature extraction; multilayer perceptrons; captured image position; discrete Gabor transform; face recognition algorithm; facial expression; filtering; image face feature vector extraction; inter-person variation; intra-person variation; multilayer perceptron; noise contamination; Contamination; Discrete transforms; Face recognition; Feeds; Filtering; Gabor filters; Image recognition; Lighting; Multilayer perceptrons; Noise robustness;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Electronics, Communications and Computers, 2007. CONIELECOMP '07. 17th International Conference on
Conference_Location :
Cholula, Puebla
Print_ISBN :
0-7695-2799-X
Electronic_ISBN :
0-7695-2799-X
Type :
conf
DOI :
10.1109/CONIELECOMP.2007.18
Filename :
4127275
Link To Document :
بازگشت