Title :
3D Face Reconstruction Using a Single or Multiple Views
Author :
Choi, Jongmoo ; Medioni, Gérard ; Lin, Yuping ; Silva, Luciano ; Regina, Olga ; Pamplona, Mauricio ; Faltemier, Timothy C.
Author_Institution :
Univ. of Southern California, Los Angeles, CA, USA
Abstract :
We present a 3D face reconstruction system that takes as input either one single view or several different views. Given a facial image, we first classify the facial pose into one of five predefined poses, then detect two anchor points that are then used to detect a set of predefined facial landmarks. Based on these initial steps, for a single view we apply a warping process using a generic 3D face model to build a 3D face. For multiple views, we apply sparse bundle adjustment to reconstruct 3D landmarks which are used to deform the generic 3D face model. Experimental results on the Color FERET and CMU multi-PIE databases confirm our framework is effective in creating realistic 3D face models that can be used in many computer vision applications, such as 3D face recognition at a distance.
Keywords :
computer vision; face recognition; image reconstruction; pose estimation; visual databases; 3D face reconstruction; CMU multiPIE database; anchor points; color FERET database; computer vision applications; facial image; facial landmarks; facial pose; generic 3D face model; sparse bundle adjustment; warping process; Databases; Detectors; Face; Image reconstruction; Solid modeling; Three dimensional displays; Training; 3D face modeling; 3D face recognition; biometrics; face recognition;
Conference_Titel :
Pattern Recognition (ICPR), 2010 20th International Conference on
Conference_Location :
Istanbul
Print_ISBN :
978-1-4244-7542-1
DOI :
10.1109/ICPR.2010.963