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

被引:5
|
作者
Abella, Monica
Fessler, Jeffrey A.
机构
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 50 条
  • [31] Relaxed Linearized Algorithms for Faster X-Ray CT Image Reconstruction
    Nien, Hung
    Fessler, Jeffrey A.
    IEEE TRANSACTIONS ON MEDICAL IMAGING, 2016, 35 (04) : 1090 - 1098
  • [32] Alternating Dual Updates Algorithm for X-ray CT Reconstruction on the GPU
    McGaffin, Madison G.
    Fessler, Jeffrey A.
    IEEE TRANSACTIONS ON COMPUTATIONAL IMAGING, 2015, 1 (03) : 186 - 199
  • [33] Parallel statistical image reconstruction for cone-beam x-ray CT on a shared memory computation platform
    Kole, JS
    Beekman, FJ
    PHYSICS IN MEDICINE AND BIOLOGY, 2005, 50 (06): : 1265 - 1272
  • [34] Accelerating statistical image reconstruction algorithms for fan-beam x-ray CT using cloud computing
    Srivastava, Somesh
    Rao, A. Ravishankar
    Sheinin, Vadim
    MEDICAL IMAGING 2011: PHYSICS OF MEDICAL IMAGING, 2011, 7961
  • [35] A robust contour preserving image reconstruction algorithm for a new quantum X-ray radiology system
    Kam, L
    Cudel, C
    Fessler, P
    Hilt, B
    Vapillon, A
    PROCEEDINGS OF THE 20TH ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, VOL 20, PTS 1-6: BIOMEDICAL ENGINEERING TOWARDS THE YEAR 2000 AND BEYOND, 1998, 20 : 707 - 710
  • [36] 3-DIMENSIONAL X-RAY IMAGE-RECONSTRUCTION ALGORITHM
    JHUNG, KS
    CHAY, TR
    MATHEMATICAL BIOSCIENCES, 1977, 35 (3-4) : 175 - 185
  • [37] COMPUTER ALGORITHM FOR TOMOGRAPHIC IMAGE RECONSTRUCTION WITH X-RAY TRANSMISSION SCANS
    CHO, ZH
    AHN, IS
    COMPUTERS AND BIOMEDICAL RESEARCH, 1975, 8 (01): : 8 - 25
  • [38] STATISTICAL APPROACH TO X-RAY CT IMAGING AND ITS APPLICATIONS IN IMAGE-ANALYSIS .2. A NEW STOCHASTIC MODEL-BASED IMAGE SEGMENTATION TECHNIQUE FOR X-RAY CT IMAGE
    LEI, TH
    SEWCHAND, W
    IEEE TRANSACTIONS ON MEDICAL IMAGING, 1992, 11 (01) : 62 - 69
  • [39] Statistical modeling challenges in model-based reconstruction for X-ray CT
    Zhang, Ruoqiao
    Chang, Aaron
    Thibault, Jean-Baptiste
    Sauer, Ken
    Bouman, Charles
    COMPUTATIONAL IMAGING XI, 2013, 8657
  • [40] Statistical reconstruction for x-ray CT systems with non-continuous detectors
    Zbijewski, Wojciech
    Defrise, Michel
    Viergever, Max A.
    Beekman, Freek J.
    PHYSICS IN MEDICINE AND BIOLOGY, 2007, 52 (02): : 403 - 418