Comparison of statistical reconstructions with isotropic and anisotropic resolution in PET

Jinyi Qi

Research output: Contribution to journalArticle

4 Citations (Scopus)

Abstract

Statistical reconstruction methods based on the penalized maximum likelihood (or maximum a posteriori) principle have gained increasing attention in emission tomography. Fessier and Rogers have shown in 1996 that penalized maximum likelihood reconstruction with a conventional quadratic penalty results in anisotropic point spread functions (PSFs). Since then several approaches have been developed to design modified penalty functions to achieve isotropic PSFs. While an image with an isotropic PSF may be useful in some situations, its performance on clinical detection and quantitation tasks is unknown. In this paper we compare the task performances between reconstructions with isotropic and anisotropic PSFs using computer simulations. The performance on lesion detection is measured by a channelized Hotelling observer, and the performance on region of interest quantitation is evaluated by the bias and variance tradeoff. The results show that reconstructions with a conventional quadratic penalty function (anisotropic resolution) outperform post-smoothed maximum likelihood reconstructions (isotropic resolution) for both tasks, which indicates that isotropic resolution may not be suitable for lesion detection and quantitation.

Original languageEnglish (US)
Pages (from-to)147-151
Number of pages5
JournalIEEE Transactions on Nuclear Science
Volume53
Issue number1
DOIs
StatePublished - Feb 2006

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Optical transfer function
point spread functions
Maximum likelihood
penalty function
lesions
Tomography
tradeoffs
penalties
tomography
computerized simulation
Computer simulation

Keywords

  • Detection
  • Emission tomography
  • Image reconstruction
  • Penalized likelihood
  • Point spread function
  • Quantification

ASJC Scopus subject areas

  • Electrical and Electronic Engineering
  • Nuclear Energy and Engineering

Cite this

Comparison of statistical reconstructions with isotropic and anisotropic resolution in PET. / Qi, Jinyi.

In: IEEE Transactions on Nuclear Science, Vol. 53, No. 1, 02.2006, p. 147-151.

Research output: Contribution to journalArticle

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