Simultaneous segmentation and beam-hardening correction in computed microtomography of rock cores

被引:26
作者
Jovanovic, Zoran [1 ]
Khan, Faisal [1 ]
Enzmann, Frieder [1 ]
Kersten, Michael [1 ]
机构
[1] Johannes Gutenberg Univ Mainz, Inst Geosci, D-55099 Mainz, Germany
关键词
Computed tomography; Beam hardening; Geologic samples; Image segmentation; Image analysis; TOMOGRAPHY; ARTIFACTS; IMAGES; MODEL; FLOW; CT;
D O I
10.1016/j.cageo.2013.03.015
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
We propose a post-reconstruction correction procedure for the beam-hardening artifact that neither requires knowledge of the X-ray spectrum nor of the attenuation coefficients in multi-mineral geologic samples. The beam-hardening artifact in polychromatic X-ray computer tomography (CT) hampers segmentation of the phase assemblage in geologic samples. We show that in cylindrically shaped samples like rock cores, the X-ray attenuation value for a single phase depends mainly on the distance from the center of the cylinder. This relationship could be easily extracted from the CT data for every phase and used to infer the presence of these phases at all positions in the sample. Our new approach enables simple segmentation of the phases for further analysis. Additionally, we propose a simple mathematical exercise for parallel beam geometry to show how recent experimentally observed deviations from Beer's law could be incorporated to model the beam-hardening artifact and simultaneously be used for its removal. (c) 2013 Elsevier Ltd. All rights reserved.
引用
收藏
页码:142 / 150
页数:9
相关论文
共 28 条
[1]  
Abramowitz M., 1964, HDB MATH FUNCTIONS F
[2]   ENERGY-SELECTIVE RECONSTRUCTIONS IN X-RAY COMPUTERIZED TOMOGRAPHY [J].
ALVAREZ, RE ;
MACOVSKI, A .
PHYSICS IN MEDICINE AND BIOLOGY, 1976, 21 (05) :733-744
[3]   Real-time 3D imaging of Haines jumps in porous media flow [J].
Berg, Steffen ;
Ott, Holger ;
Klapp, Stephan A. ;
Schwing, Alex ;
Neiteler, Rob ;
Brussee, Niels ;
Makurat, Axel ;
Leu, Leon ;
Enzmann, Frieder ;
Schwarz, Jens-Oliver ;
Kersten, Michael ;
Irvine, Sarah ;
Stampanoni, Marco .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2013, 110 (10) :3755-3759
[4]   BEAM HARDENING IN X-RAY RECONSTRUCTIVE TOMOGRAPHY [J].
BROOKS, RA ;
DICHIRO, G .
PHYSICS IN MEDICINE AND BIOLOGY, 1976, 21 (03) :390-398
[5]  
Danielsson P.E., 1997, P 1997 INT M FULLY 3, P141
[6]   PRACTICAL CONE-BEAM ALGORITHM [J].
FELDKAMP, LA ;
DAVIS, LC ;
KRESS, JW .
JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 1984, 1 (06) :612-619
[7]  
Hammersberg P, 1998, J Xray Sci Technol, V8, P75
[8]   Fast curve estimation using preconditioned generalized radon transform [J].
Hansen, KV ;
Toft, PA .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1996, 5 (12) :1651-1661
[9]  
Hawkins J., 2004, On Intelligence
[10]   CORRECTION FOR BEAM HARDENING IN COMPUTED-TOMOGRAPHY [J].
HERMAN, GT .
PHYSICS IN MEDICINE AND BIOLOGY, 1979, 24 (01) :81-106