An algorithm for constrained one-step inversion of spectral CT data

被引:130
作者
Barber, Rina Foygel [1 ]
Sidky, Emil Y. [2 ]
Schmidt, Taly Gilat [3 ]
Pan, Xiaochuan [2 ]
机构
[1] Univ Chicago, Dept Stat, 5734 S Univ Ave, Chicago, IL 60637 USA
[2] Univ Chicago, Dept Radiol, 5841 S Maryland Ave, Chicago, IL 60637 USA
[3] Marquette Univ, Dept Biomed Engn, Milwaukee, WI 53233 USA
关键词
spectral computed tomography; iterative image reconstruction; non-convex optimization; total variation; photon counting detection; STATISTICAL IMAGE-RECONSTRUCTION; COMPUTED-TOMOGRAPHY; MULTICHANNEL;
D O I
10.1088/0031-9155/61/10/3784
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
We develop a primal-dual algorithm that allows for one-step inversion of spectral CT transmission photon counts data to a basis map decomposition. The algorithm allows for image constraints to be enforced on the basis maps during the inversion. The derivation of the algorithm makes use of a local upper bounding quadratic approximation to generate descent steps for non-convex spectral CT data discrepancy terms, combined with a new convex-concave optimization algorithm. Convergence of the algorithm is demonstrated on simulated spectral CT data. Simulations with noise and anthropomorphic phantoms show examples of how to employ the constrained one-step algorithm for spectral CT data.
引用
收藏
页码:3784 / 3818
页数:35
相关论文
共 34 条
[1]   Quantitative material characterization from multi-energy photon counting CT [J].
Alessio, Adam M. ;
MacDonald, Lawrence R. .
MEDICAL PHYSICS, 2013, 40 (03)
[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]  
[Anonymous], 2004, Foundations of Image Science
[4]  
Barber R F, 2015, MOCCA MIRRORED CONVE
[5]   QUANTITATIVE THEORY OF HOUNSFIELD UNIT AND ITS APPLICATION TO DUAL ENERGY SCANNING [J].
BROOKS, RA .
JOURNAL OF COMPUTER ASSISTED TOMOGRAPHY, 1977, 1 (04) :487-493
[6]   A full-spectral Bayesian reconstruction approach based on the material decomposition model applied in dual-energy computed tomography [J].
Cai, C. ;
Rodet, T. ;
Legoupil, S. ;
Mohammad-Djafari, A. .
MEDICAL PHYSICS, 2013, 40 (11)
[7]   A First-Order Primal-Dual Algorithm for Convex Problems with Applications to Imaging [J].
Chambolle, Antonin ;
Pock, Thomas .
JOURNAL OF MATHEMATICAL IMAGING AND VISION, 2011, 40 (01) :120-145
[8]   Numerical Algorithms for Polyenergetic Digital Breast Tomosynthesis Reconstruction [J].
Chung, Julianne ;
Nagy, James G. ;
Sechopoulos, Ioannis .
SIAM JOURNAL ON IMAGING SCIENCES, 2010, 3 (01) :133-152
[9]   Atherosclerotic Plaque Composition: Analysis with Multicolor CT and Targeted Gold Nanoparticles [J].
Cormode, David P. ;
Roessl, Ewald ;
Thran, Axel ;
Skajaa, Torjus ;
Gordon, Ronald E. ;
Schlomka, Jens-Peter ;
Fuster, Valentin ;
Fisher, Edward A. ;
Mulder, Willem J. M. ;
Proksa, Roland ;
Fayad, Zahi A. .
RADIOLOGY, 2010, 256 (03) :774-782
[10]   Statistical image reconstruction for polyenergetic X-ray computed tomography [J].
Elbakri, IA ;
Fessler, JA .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 2002, 21 (02) :89-99