Title :
3D-Computerized facial reconstructions from 3D-MRI of human heads using deformable model approach
Author :
Kermi, Adel ; Marniche-Kermi, Sofia ; Laskri, Mohamed Tayeb
Author_Institution :
LMCS, Ecole Nat. Super. d´´Inf., Algiers, Algeria
Abstract :
The aim of facial reconstruction is to estimate the face of an unknown individual from the shape of his/her skull to aid in recognition and identification. In this paper a 3D computerized facial reconstruction method from 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-Spline Free-Form Deformations (FFD) model. In the second step, the initial skin, resulting from the transformation computed previously, is refined by means of a 3D deform-able 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 Vectors Flow force (GVF) and a balloon force. This method has been tested on thirteen sets of skull/skin data, extracted from 3D-MRI of individual heads of children and adults.
Keywords :
Gaussian processes; biological tissues; biomedical MRI; face recognition; gradient methods; image reconstruction; image registration; solid modelling; splines (mathematics); vectors; 3D-MRI; 3D-computerized facial reconstruction; B-spline free form deformation model; Gaussian curvature; balloon force; face identification; face recognition; gradient vector flow force; human head; mean curvature; nonlinear registration; soft tissues thickness; Deformable models; Force; Image reconstruction; Skin; Skull; Surface morphology; Three dimensional displays; 3D computerized facial reconstruction; 3D deformable model; 3D-MRI; GVF; anthropometrical constraints; forensic sciences; simplex meshes; skull;
Conference_Titel :
Machine and Web Intelligence (ICMWI), 2010 International Conference on
Conference_Location :
Algiers
Print_ISBN :
978-1-4244-8608-3
DOI :
10.1109/ICMWI.2010.5648144