Title :
A 3D deformable model constrained by anthropometric knowledge for computerized facial reconstructions
Author :
Kermi, Adel ; Laskri, Mohamed Tayeb
Author_Institution :
LMCS, Nat. Higher Sch. of Comput. Sci., Algiers, Algeria
Abstract :
In this paper, a three-dimensional computerized facial reconstruction method from three-dimensional Magnetic Resonance Image (3D-MRI) of human heads is presented. It based on a model deformable approach constrained by the knowledge of soft tissues thicknesses, at a certain number of characteristic landmarks. The facial reconstruction process is divided into two main stages. An automatic initialization step of the deformable model is based on a non-linear registration technique guided by B-Splines Free Form Deformations model. In the second step, the initial skin, resulting from the transformation computed previously, is refined by means of a three-dimensional deformable model based on simplexes meshes that is attracted by some characteristic landmarks previously computed by a calculation of Mean and Gaussian curvatures. The evolution of the deformable model is done according to different internal and external forces among which the Gradient Vector Flow force and a balloon force. This method has been tested on thirteen sets of skull/skin data, extracted from 3D-MRI of Image heads of children and adults.
Keywords :
Gaussian processes; biomedical MRI; face recognition; gradient methods; image reconstruction; medical image processing; splines (mathematics); 3D deformable model; 3D-MRI; B-splines free form deformations model; Gaussian curvatures; anthropometric knowledge; automatic initialization step; balloon force; characteristic landmarks; external forces; gradient vector flow force; human heads; image heads; internal forces; mean curvatures; nonlinear registration technique; simplexes meshes; skull-skin data; soft tissues thicknesses; three-dimensional computerized facial reconstruction method; three-dimensional magnetic resonance image; Biological tissues; Computational modeling; Deformable models; Force; Image reconstruction; Shape; Skin; 3D computerized facial reconstruction; 3D deformable model; 3D-MRI; GVF; anthropometrical constraints; simplex meshes; skull;
Conference_Titel :
Information Science, Signal Processing and their Applications (ISSPA), 2012 11th International Conference on
Conference_Location :
Montreal, QC
Print_ISBN :
978-1-4673-0381-1
Electronic_ISBN :
978-1-4673-0380-4
DOI :
10.1109/ISSPA.2012.6310686