Title :
Assessment of the performance of reconstruction processes for computed tomography
Author :
Maréchal, P. ; Togane, D. ; Celler, A. ; Borwein, J.M.
Author_Institution :
Dept. of Math. & Stat., Simon Fraser Univ., Burnaby, BC, Canada
Abstract :
This paper deals with the assessment of the performance of reconstruction methods for computed tomography, including filtered backprojection and `entropy-like´ methods. For each of these methods, the influence of errors in the measured data on the reconstructed image is analyzed. A small perturbation of the data vector induces a perturbation of the reconstructed object which can be computed by means of the sensitivity matrix. Using appropriate matrix computation techniques, an upper bound on the size of the reconstruction error is determined, as well as the pattern of noise in the sinogram that will result in the largest reconstruction error. Simulations will illustrate our analysis and demonstrate its utility in the interpretation of computed images and in the selection of reconstruction parameters
Keywords :
Radon transforms; computerised tomography; image reconstruction; interpolation; inverse problems; iterative methods; maximum entropy methods; medical image processing; positron emission tomography; sensitivity analysis; singular value decomposition; Radon-type inverse problem; computed tomography; data vector; entropy-like methods; filtered backprojection; image reconstruction processes; interpolation; matrix computation techniques; pattern of noise; performance assessment; reconstruction error size; reconstruction parameters selection; regularization scheme; sensitivity matrix; sinogram; small perturbation; upper bound; Attenuation; Computed tomography; Convolution; Image analysis; Image reconstruction; Integral equations; Inverse problems; Mathematics; Transforms; X-ray scattering;
Conference_Titel :
Nuclear Science Symposium, 1998. Conference Record. 1998 IEEE
Conference_Location :
Toronto, Ont.
Print_ISBN :
0-7803-5021-9
DOI :
10.1109/NSSMIC.1998.774404