X-ray attenuation models to account for beam hardening in computed tomography
Author(s) -
Qiheng Yang,
Wilfred K. Fullagar,
Glenn R. Myers,
Shane Latham,
Trond Varslot,
Adrian Sheppard,
Andrew Kingston
Publication year - 2020
Publication title -
applied optics
Language(s) - English
Resource type - Journals
SCImago Journal Rank - 0.668
H-Index - 197
eISSN - 2155-3165
pISSN - 1559-128X
DOI - 10.1364/ao.402304
Subject(s) - attenuation , optics , tomography , weighting , iterative reconstruction , algorithm , industrial computed tomography , streaking , physics , attenuation coefficient , projection (relational algebra) , tomographic reconstruction , computer science , computer vision , acoustics
We introduce a beam-hardening correction method for lab-based X-ray computed tomography (CT) by modifying existing iterative tomographic reconstruction algorithms. Our method simplifies the standard Alvarez-Macovski X-ray attenuation model [Phys. Med. Biol.21, 733 (1976)] and is compatible with conventional (i.e., single-spectrum) CT scans. The sole modification involves a polychromatic projection operation, which is equivalent to applying a weighting that more closely matches the attenuation of polychromatic X-rays. Practicality is a priority, so we only require information about the X-ray spectrum and some constants relating to material properties. No other changes to the experimental setup or the iterative algorithms are necessary. Using reconstructions of simulations and several large experimental datasets, we show that this method is able to remove or reduce cupping, streaking, and other artefacts from X-ray beam hardening and improve the self-consistency of projected attenuation in CT. When the assumptions made in the simplifications are valid, the reconstructed tomogram can even be quantitative.
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