Title :
Multivariable statistical classification of 3D bone microarchitecture using morphological and mechanical features
Author :
Jennane, Rachid ; Aufort, Gabriel ; Lheritier, Hugo ; Benhamou, Claude Laurent
Author_Institution :
Inst. PRISME, Univ. d´Orleans, Orléans, France
Abstract :
Evaluating trabecular bone microarchitecture is not possible in the clinical routine nowadays. Based on simplified skeleton and Finite Element models, we have developed different image processing and simulation techniques to investigate bone microarchitecture and its mechanical stiffness. This work defines improved models for 3D bone architecture that generates multiple features. These parameters can be combined in a statistical discriminant analysis in order to study bone diseases such as osteoporosis. A clinical study is led on 2 populations of arthritic and osteoporotic bone samples. The results show the ability of our improved techniques to discriminate the 2 populations.
Keywords :
biomechanics; bone; diseases; elasticity; feature extraction; finite element analysis; image classification; medical image processing; 3D bone microarchitecture; arthritic bone; bone disease; bone microarchitecture mechanical stiffness; finite element model; multivariable statistical classification; osteoporosis; osteoporotic bone; simplified skeleton model; statistical discriminant analysis; trabecular bone microarchitecture evaluation; Abstracts; Bones; Computational modeling; Iron; Media; Minerals; TV;
Conference_Titel :
Signal Processing Conference, 2009 17th European
Conference_Location :
Glasgow
Print_ISBN :
978-161-7388-76-7