Image reconstruction for positron emission tomography using fuzzy nonlinear anisotropic diffusion penalty. - Inserm - Institut national de la santé et de la recherche médicale Accéder directement au contenu
Article Dans Une Revue Medical and Biological Engineering and Computing Année : 2006

Image reconstruction for positron emission tomography using fuzzy nonlinear anisotropic diffusion penalty.

Résumé

Iterative algorithms such as maximum likelihood-expectation maximization (ML-EM) become the standard for the reconstruction in emission computed tomography. However, such algorithms are sensitive to noise artifacts so that the reconstruction begins to degrade when the number of iterations reaches a certain value. In this paper, we have investigated a new iterative algorithm for penalized-likelihood image reconstruction that uses the fuzzy nonlinear anisotropic diffusion (AD) as a penalty function. The proposed algorithm does not suffer from the same problem as that of ML-EM algorithm, and it converges to a low noisy solution even if the iteration number is high. The fuzzy reasoning instead of a nonnegative monotonically decreasing function was used to calculate the diffusion coefficients which control the whole diffusion. Thus, the diffusion strength is controlled by fuzzy rules expressed in a linguistic form. The proposed method makes use of the advantages of fuzzy set theory in dealing with uncertain problems and nonlinear AD techniques in removing the noise as well as preserving the edges. Quantitative analysis shows that the proposed reconstruction algorithm is suitable to produce better reconstructed images when compared with ML-EM, ordered subsets EM (OS-EM), Gaussian-MAP, MRP, TV-EM reconstructed images.
Fichier principal
Vignette du fichier
MBEC.pdf (1.99 Mo) Télécharger le fichier
Loading...

Dates et versions

inserm-00183785 , version 1 (31-10-2007)

Identifiants

Citer

Hongqing Zhu, Huazhong Shu, Jian Zhou, Christine Toumoulin, Limin Luo. Image reconstruction for positron emission tomography using fuzzy nonlinear anisotropic diffusion penalty.. Medical and Biological Engineering and Computing, 2006, 44 (11), pp.983-97. ⟨10.1007/s11517-006-0115-4⟩. ⟨inserm-00183785⟩
63 Consultations
320 Téléchargements

Altmetric

Partager

Gmail Facebook X LinkedIn More