Title :
Atlas-based 3D-Shape Reconstruction from X-Ray Images
Author :
Lamecker, Hans ; Wenckebach, Thomas H. ; Hege, Hans-Christian
Author_Institution :
Visualization & Data Anal., Zuse Inst. Berlin
Abstract :
In many cases X-ray images are the only basis for surgery planning. Nevertheless it is desirable to draw conclusions about the 3D-anatomy of the patient from such data. This work presents a method to reconstruct 3D shapes from few digital X-ray images on the basis of 3D-statistical shape models. At the core of this method lies an algorithm which optimizes a similarity measure assessing the difference between projections of the shape model and the X-ray images. Based on theoretical and experimental observations we propose to measure the distance between the silhouettes of the object in the projections. The method is tested on 23 synthetically generated X-rays from CT data sets of the geometrically as well as topologically complex shape of the pelvic bone
Keywords :
X-ray imaging; bone; computerised tomography; image reconstruction; medical image processing; statistical analysis; stereo image processing; 3D statistical shape models; Atlas-based 3D-shape reconstruction; CT data; digital X-ray images; object silhouettes; patient 3D anatomy; pelvic bone; similarity measure; surgery planning; Data analysis; Data visualization; Hip; Image reconstruction; Optimization methods; Prosthetics; Shape measurement; Surgery; Testing; X-ray imaging;
Conference_Titel :
Pattern Recognition, 2006. ICPR 2006. 18th International Conference on
Conference_Location :
Hong Kong
Print_ISBN :
0-7695-2521-0
DOI :
10.1109/ICPR.2006.279