Title :
3D Finite Element Modeling of Nonrigid Breast Deformation for Feature Registration in -ray and MR Images
Author :
Zhang, Ong ; Qiu, An ; Goldgof, Dmitry B. ; Sarkar, Sudeep ; Li, Lihua
Author_Institution :
Dept. of Comput. Sci. & Inf. Syst., Youngstown State Univ., OH
Abstract :
Registering features in multiple mammographic views is an important technique to improve breast cancer detection rate. However, nonrigid breast deformation during X-ray imaging poses a severe challenge to the conventional 2D registration methods. We present a method that utilizes a 3D model to facilitate two-view registration by predicting breast deformation. At first, a finite element model of a breast is constructed using its MRIs. The model is capable of simulating both compression and decompression. Feature registration is then accomplished through a series of projections and compression-decompression operations. Experiments using real patient data demonstrate that a mammographic feature can be successfully registered from one view to another.
Keywords :
X-ray imaging; biomedical MRI; cancer; feature extraction; finite element analysis; image registration; mammography; solid modelling; 2D registration methods; 3D finite element modeling; MRI; X-ray images; breast cancer detection rate; breast compression; breast decompression; feature registration; finite element breast model; magnetic resonance images; mammography; nonrigid breast deformation; Breast biopsy; Breast cancer; Computer science; Deformable models; Finite element methods; Image coding; Magnetic resonance imaging; Predictive models; Solid modeling; X-ray imaging;
Conference_Titel :
Applications of Computer Vision, 2007. WACV '07. IEEE Workshop on
Conference_Location :
Austin, TX, USA
Print_ISBN :
0-7695-2794-9
Electronic_ISBN :
1550-5790
DOI :
10.1109/WACV.2007.2