Title :
On Few-View Tomography and Staircase Artifacts
Author :
Zeng, Gengsheng L.
Author_Institution :
Dept. of Eng., Weber State Univ., Ogden, UT, USA
Abstract :
This paper investigates some potential methods for few-view tomography, and investigates the cause and remedy of the staircase artifacts. This paper also discusses whether there is any benefit to use edge-preserving filters in emission tomography. We formulate a general Green´s one-step-late algorithm, so that it can incorporate any linear or non-linear filters. We argue that the derivative of the penalty function can be “artificially” created, not naturally derived from a penalty function. We have gained more insight into constrained image reconstruction especially with edge-preserving constraints. Our numerical results show that the bilateral method can have better performance than the TV method, and higher order methods may not be necessary for non-piecewise-constant objects.
Keywords :
emission tomography; image reconstruction; medical image processing; edge preserving filters; emission tomography; few view tomography; general Green´s one-step-late algorithm; image reconstruction; penalty function; staircase artifacts; Algorithm design and analysis; Image edge detection; Image reconstruction; Noise; Phantoms; TV; Tomography; Artifacts; edge-preserving filters; image reconstruction; iterative algorithm; tomography;
Journal_Title :
Nuclear Science, IEEE Transactions on
DOI :
10.1109/TNS.2015.2395952