Title :
Image representation by blob and CT reconstruction from few projections
Author :
Wang, Han ; Desbat, Laurent ; Legoupil, Samuel
Author_Institution :
TIMC-IMAG, Univ. Joseph Fourier, La Tronche, France
Abstract :
The localized radial symmetric function, or the blob, is an ideal alternative to the pixel for CT image reconstruction. In this paper we develop image representation models using blob and propose reconstruction methods for few projections CT data. The image is represented by a single scale Gaussian blob or multiscale blobs of different frequency selectivity, and is reconstructed by minimizing the Total Variation or the ℓ1 norm of blob coefficients. Some 2D numerical results are presented, where we use the GPU platform for fast numerical evaluations of the operations such as the X-Ray projection and back projection.
Keywords :
computerised tomography; image reconstruction; medical image processing; CT image reconstruction; GPU platform; Total Variation; X-Ray projection; back projection; frequency selectivity; image representation; localized radial symmetric function; multiscale blob; single scale Gaussian blob; Computed tomography; Phantoms; Silicon;
Conference_Titel :
Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC), 2011 IEEE
Conference_Location :
Valencia
Print_ISBN :
978-1-4673-0118-3
DOI :
10.1109/NSSMIC.2011.6153755