Title :
A multiresolution image restoration method for photon imaging systems
Author :
Jammal, Ghada ; Bijaoui, Albert
Author_Institution :
Inst. fur Netwerk und Signaltheor., Tech. Univ. Darmstadt, Germany
Abstract :
Nuclear medicine imaging systems rely on photon detection as the basis of image formation. One of the major sources of error in these imaging systems is Poisson noise. In this paper, we develop a novel multiscale image restoration procedure for photon imaging systems. It consists in separating in the wavelet-domain data points which belong to structures from those due to the noisy background. The latter are replaced by coefficients obtained by the introduction of a multiresolution regularity constraint. The restored image represents therefore a compromise between fidelity of the data and fidelity of the a priori knowledge on the smoothness of the solution. The performance of the method is assessed with simulated data experiments
Keywords :
image resolution; image restoration; medical image processing; noise; radioisotope imaging; wavelet transforms; Poisson noise; fidelity; image formation; multiresolution image restoration method; multiresolution regularity constraint; multiscale image restoration procedure; noisy background; nuclear medicine imaging systems; photon detection; photon imaging systems; restored image; smoothness; wavelet-domain data points; Background noise; Image resolution; Image restoration; Medical simulation; Nuclear medicine; Optical imaging; Pharmaceuticals; Signal resolution; Wavelet analysis; Wavelet domain;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 1999. Proceedings., 1999 IEEE International Conference on
Conference_Location :
Phoenix, AZ
Print_ISBN :
0-7803-5041-3
DOI :
10.1109/ICASSP.1999.757572