Title :
An adaptive reconstruction method involving discontinuities
Author :
Charbonnier, P. ; Blanc-Féraud, L. ; Barlaud, M.
Author_Institution :
Univ. de Nice-Sophia Antipolis, Valbonne, France
Abstract :
A novel deterministic reconstruction method preserving discontinuities is presented. This method is based on a Markov random field image model, coupled with a line-process. The reconstruction method uses a deterministic and adaptive relaxation algorithm. This algorithm is presented for single photon emission computed tomography (SPECT) reconstruction, but can also be applied to a large class of inverse problems in image processing. The experimental results are very promising. The proposed method is robust to noise and yields good results. The reconstructed images are composed of smooth areas, bordered by sharp edges.<>
Keywords :
Markov processes; adaptive systems; computerised tomography; image reconstruction; inverse problems; medical image processing; Markov random field image model; adaptive reconstruction; deterministic reconstruction; discontinuities; image processing; inverse problems; reconstructed images; relaxation algorithm; single photon emission computed tomography;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1993. ICASSP-93., 1993 IEEE International Conference on
Conference_Location :
Minneapolis, MN, USA
Print_ISBN :
0-7803-7402-9
DOI :
10.1109/ICASSP.1993.319856