A NEW STATISTICAL IMAGE RECONSTRUCTION ALGORITHM FOR POLYENERGETIC X-RAY CT

被引:5
作者
Abella, Monica
Fessler, Jeffrey A.
机构
来源
2009 IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING: FROM NANO TO MACRO, VOLS 1 AND 2 | 2009年
关键词
X-ray computed tomography; beam hardening; penalized-likelihood image reconstruction; COMPUTED-TOMOGRAPHY; BEAM; ARTIFACTS; BONE;
D O I
10.1109/ISBI.2009.5193009
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
This paper presents a new statistical reconstruction algorithm for X-ray CT. The algorithm is based on Poisson statistics and a physical model that accounts for the measurement nonlinearities caused by energy-dependent attenuation. We model each voxel's attenuation as a mixture of bone and soft tissue by defining density-dependent tissue fractions, maintaining one unknown per voxel avoiding the need of a pre-segmentation. Rather than requiring the entire X-ray spectrum, the method approximates the 2D beam hardening function corresponding to bone and soft tissue with the 1D function corresponding to water and one or two empirical tuning parameters. Results on simulated human data (NCAT phantom) showed a beam hardening reduction similar to conventional post-processing techniques, but with an improved signal to noise ratio.
引用
收藏
页码:165 / 168
页数:4
相关论文
共 19 条
[1]   ENERGY-SELECTIVE RECONSTRUCTIONS IN X-RAY COMPUTERIZED TOMOGRAPHY [J].
ALVAREZ, RE ;
MACOVSKI, A .
PHYSICS IN MEDICINE AND BIOLOGY, 1976, 21 (05) :733-744
[2]   BEAM HARDENING IN X-RAY RECONSTRUCTIVE TOMOGRAPHY [J].
BROOKS, RA ;
DICHIRO, G .
PHYSICS IN MEDICINE AND BIOLOGY, 1976, 21 (03) :390-398
[3]   An iterative maximum-likelihood polychromatic algorithm for CT [J].
De Man, B ;
Nuyts, J ;
Dupont, P ;
Marchal, G ;
Suetens, P .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2001, 20 (10) :999-1008
[4]   Segmentation-free statistical image reconstruction for polyenergetic x-ray computed tomography with experimental validation [J].
Elbakri, IA ;
Fessler, JA .
PHYSICS IN MEDICINE AND BIOLOGY, 2003, 48 (15) :2453-2477
[5]   Statistical image reconstruction for polyenergetic X-ray computed tomography [J].
Elbakri, IA ;
Fessler, JA .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2002, 21 (02) :89-99
[6]   Monotonic algorithms for transmission tomography [J].
Erdogan, H ;
Fessler, JA .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1999, 18 (09) :801-814
[7]   Spatial resolution properties of penalized-likelihood image reconstruction: Space-invariant tomographs [J].
Fessler, JA ;
Rogers, WL .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 1996, 5 (09) :1346-1358
[8]   Maximum-likelihood dual-energy tomographic image reconstruction [J].
Fessler, JA ;
Elbakri, I ;
Sukovic, P ;
Clinthorne, NH .
MEDICAL IMAGING 2002: IMAGE PROCESSING, VOL 1-3, 2002, 4684 :38-49
[9]   CORRECTION FOR BEAM HARDENING IN COMPUTED-TOMOGRAPHY [J].
HERMAN, GT .
PHYSICS IN MEDICINE AND BIOLOGY, 1979, 24 (01) :81-106
[10]   An iterative approach to the beam hardening correction in cone beam CT [J].
Hsieh, J ;
Molthen, RC ;
Dawson, CA ;
Johnson, RH .
MEDICAL PHYSICS, 2000, 27 (01) :23-29