Title :
Image Registration of Radiographic Images Using an Elastic Approach
Author :
Abche, Antoine B. ; Tohme, Elie ; El Chaer, Toufic ; Karam, Elie ; Yskandar, Hamam ; Bouchoucha, Michel ; Rocaries, Francois
Author_Institution :
Dept. of Electr. Eng., Balamand Univ., Tripoli
fDate :
Oct. 29 2006-Nov. 1 2006
Abstract :
In this work, an elastic registration technique is implemented to align different radiographic images to track the movement of gas and determine the colonic response to food in patients with functional abdominal bloating. The registration transformation is made of two components: i) an affine transformation parameterized in terms of 5 parameters (1 rotation, 2 magnification and 2 translation parameters) and ii) an elastic component expressed in terms of radial functions representing the smoothing term. Then, a chi2 function defined in terms of the sum of the squared residual distances of corresponding internal point landmarks after they are transformed to the same coordinate system, is formed. Thus, the registration can be achieved by "tuning" the parameters until the residuals become simultaneously small (minimum). Since the parameters of the transformation are related in a non-linear fashion, they are estimated iteratively using a non-linear optimization technique, namely, the Simplex method developed by Nelder and Mead. Finally, the results are evaluated visually and quantitatively to study the precision of the registration.
Keywords :
affine transforms; diagnostic radiography; image registration; medical image processing; minimisation; Simplex method; affine transformation; chi2 function; elastic approach; elastic registration technique; food colonic response; functional abdominal bloating; gas movement tracking; nonlinear optimization technique; radial functions; radiographic image registration; registration transformation; smoothing term; transformation parameters; Abdomen; Biomedical imaging; Diagnostic radiography; Image registration; Laboratories; Nuclear and plasma sciences; Optimization methods; Smoothing methods; Telephony; Tracking;
Conference_Titel :
Nuclear Science Symposium Conference Record, 2006. IEEE
Conference_Location :
San Diego, CA
Print_ISBN :
1-4244-0560-2
Electronic_ISBN :
1095-7863
DOI :
10.1109/NSSMIC.2006.354324