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Efficient binary tomographic reconstruction

Authors :
Roux, Stephane
Leclerc, Hugo
Hild, François
Publication Year :
2013

Abstract

Tomographic reconstruction of a binary image from few projections is considered. A novel {\em heuristic} algorithm is proposed, the central element of which is a nonlinear transformation $\psi(p)=\log(p/(1-p))$ of the probability $p$ that a pixel of the sought image be 1-valued. It consists of backprojections based on $\psi(p)$ and iterative corrections. Application of this algorithm to a series of artificial test cases leads to exact binary reconstructions, (i.e recovery of the binary image for each single pixel) from the knowledge of projection data over a few directions. Images up to $10^6$ pixels are reconstructed in a few seconds. A series of test cases is performed for comparison with previous methods, showing a better efficiency and reduced computation times.

Details

Database :
arXiv
Publication Type :
Report
Accession number :
edsarx.1309.0985
Document Type :
Working Paper