Diffusion regularization for iterative reconstruction in emission tomography

التفاصيل البيبلوغرافية
العنوان: Diffusion regularization for iterative reconstruction in emission tomography
المؤلفون: Cyril Riddell, Irène Buvat, H. Benali
المصدر: IEEE Transactions on Nuclear Science. 52:669-675
بيانات النشر: Institute of Electrical and Electronics Engineers (IEEE), 2005.
سنة النشر: 2005
مصطلحات موضوعية: Nuclear and High Energy Physics, Gaussian, Physics::Medical Physics, Regularization perspectives on support vector machines, Iterative reconstruction, Gaussian filter, symbols.namesake, Nuclear Energy and Engineering, Expectation–maximization algorithm, symbols, Applied mathematics, Electrical and Electronic Engineering, Gaussian process, Correction for attenuation, Smoothing, Mathematics
الوصف: We have recently proposed a regularized least square criterion for adaptive regularization of single photon emission computed tomography (SPECT) reconstruction with nonuniform attenuation correction. In the present study, we show that this regularization is closely related to a diffusion scheme used for Gaussian filtering. For a given value of the regularization parameter, the amount of smoothing is independent from the patient attenuation map, and it is mathematically related to the full-width at half-maximum (FWHM) of a Gaussian filter. A second regularized least square criterion is then derived for which regularization also behaves as a diffusion scheme. The new penalty is then shown to be also applicable to the weighted least square criterion, and to the Poisson maximum-likelihood criterion for positron emission tomography (PET) data (i.e., without attenuation) solved by the expectation maximization (EM) algorithm. For all these criteria, the regularization level can thus be set as the FWHM of a Gaussian filter.
تدمد: 0018-9499
DOI: 10.1109/tns.2005.851470
URL الوصول: https://explore.openaire.eu/search/publication?articleId=doi_dedup___::2cd0acdc5bc455d7231ae778f1f00c71
https://doi.org/10.1109/tns.2005.851470
Rights: OPEN
رقم الانضمام: edsair.doi.dedup.....2cd0acdc5bc455d7231ae778f1f00c71
قاعدة البيانات: OpenAIRE
الوصف
تدمد:00189499
DOI:10.1109/tns.2005.851470