Title :
Face recognition based on fuzzy probabilistic SOM
Author :
Lanzarini, Laura ; Ronchetti, Franco ; Estrebou, Cesar ; Lens, Luciana ; Fernandez Bariviera, Aurelio
Author_Institution :
III-LIDI (Inst. of Res. in Comput. Sci. LIDI), Nat. Univ. of La Plata, Aires, Argentina
Abstract :
Face recognition is a topic of great interest in different areas, especially those related to security. The identification of a person by the image of her face is a difficult task because of changes experienced by the face due to various factors, such as facial expression, aging and even the lighting. This paper presents a new face recognition technique based on the combination of a competitive fuzzy neural network and a probabilistic decision criterion. The results of this technique on two images database offer satisfactory results. We also discuss the limitations of the proposed technique and future research lines.
Keywords :
face recognition; fuzzy neural nets; fuzzy set theory; probability; self-organising feature maps; visual databases; aging; competitive fuzzy neural network; face recognition; facial expression; fuzzy probabilistic SOM; image database; lighting; probabilistic decision criterion; Databases; Face recognition; Mathematical model; Neural networks; Neurons; Training; Vectors;
Conference_Titel :
IFSA World Congress and NAFIPS Annual Meeting (IFSA/NAFIPS), 2013 Joint
Conference_Location :
Edmonton, AB
DOI :
10.1109/IFSA-NAFIPS.2013.6608418