Title :
Gabor Factor Analysis for 2D+3D Facial Landmark Localization
Author :
Salah, Albert Ali ; Akarun, Lale
Author_Institution :
Algisal Zeka Laboratuvari, Bogazici Univ., Istanbul
Abstract :
We propose a coarse-to-fme method for facial landmark localization that relies on unsupervised modeling of landmark features obtained through different Gabor filter channels. The input to the system is a registered near-frontal 2D and 3D face image pair, with background clutter. The system aims at complete automatic detection of seven facial landmarks; the nose tip, eye and mouth corners, respectively. A structural analysis subsystem is employed to detect incorrect landmarks and to correct them. We compare our local features with two widely used Gabor jet based methods, and illustrate their superior performance
Keywords :
Gabor filters; clutter; face recognition; image registration; 2D and 3D face image pair; 2D+3D facial landmark localization; Gabor factor analysis; Gabor filter channel; automatic detection; background clutter; unsupervised modeling; Face detection; Gabor filters; Mouth; Nose; Support vector machines; Testing;
Conference_Titel :
Signal Processing and Communications Applications, 2006 IEEE 14th
Conference_Location :
Antalya
Print_ISBN :
1-4244-0238-7
DOI :
10.1109/SIU.2006.1659894