Image reconstruction from few views by non-convex optimization

被引:46
|
作者
Sidky, Emil Y. [1 ]
Chartrand, Rick [2 ]
Pan, Xiaochuan [1 ]
机构
[1] Univ Chicago, Dept Radiol, MC 2026,5841 S Maryland Ave, Chicago, IL 60637 USA
[2] Los Alamos Natl Lab, Div Theoret, Los Alamos, NM 87545 USA
关键词
D O I
10.1109/NSSMIC.2007.4436889
中图分类号
O59 [应用物理学];
学科分类号
摘要
Image reconstruction for fan-beam computed tomography (CT) from projection data containing a small number of views is investigated. An iterative algorithm is developed that seeks to minimize the total p-variation of the reconstructed image subject to the constraint that the estimated projection data agree with the available data to within a specified data tolerance epsilon. A preliminary investigation on the dependence of image quality as a function of p and epsilon is performed.
引用
收藏
页码:3526 / +
页数:3
相关论文
共 50 条
  • [1] Practical iterative image reconstruction in digital breast tomosynthesis by non-convex TpV optimization
    Sidky, Emil Y.
    Reiser, Ingrid
    Nishikawa, Robert M.
    Pan, Xiaochuan
    Chartrand, Rick
    Kopans, Daniel B.
    Moore, Richard H.
    [J]. MEDICAL IMAGING 2008: PHYSICS OF MEDICAL IMAGING, PTS 1-3, 2008, 6913
  • [2] Efficient Convex Optimization for Non-convex Non-smooth Image Restoration
    Li, Xinyi
    Yuan, Jing
    Tai, Xue-Cheng
    Liu, Sanyang
    [J]. JOURNAL OF SCIENTIFIC COMPUTING, 2024, 99 (02)
  • [3] Convex non-convex image segmentation
    Raymond Chan
    Alessandro Lanza
    Serena Morigi
    Fiorella Sgallari
    [J]. Numerische Mathematik, 2018, 138 : 635 - 680
  • [4] Convex non-convex image segmentation
    Chan, Raymond
    Lanza, Alessandro
    Morigi, Serena
    Sgallari, Fiorella
    [J]. NUMERISCHE MATHEMATIK, 2018, 138 (03) : 635 - 680
  • [5] Regularized non-convex image reconstruction in digital holographic microscopy
    Schretter, Colas
    Blinder, David
    Bettens, Stijn
    Ottevaere, Heidi
    Schelkens, Peter
    [J]. OPTICS EXPRESS, 2017, 25 (14): : 16491 - 16508
  • [6] Image reconstruction from few views by l0-norm optimization
    Sun Yu-Li
    Tao Jin-Xu
    [J]. CHINESE PHYSICS B, 2014, 23 (07)
  • [7] Image reconstruction from few views by l0-norm optimization
    孙玉立
    陶进绪
    [J]. Chinese Physics B, 2014, (07) : 770 - 774
  • [8] Hyperspectral fruit image restoration using non-convex optimization
    Shanthini, K. S.
    George, Sudhish N.
    George, Sony
    Devassy, Binu Melit
    [J]. JOURNAL OF FOOD ENGINEERING, 2023, 358
  • [9] A new non-convex sparse optimization method for image restoration
    Peng Wu
    Dequan Li
    [J]. Signal, Image and Video Processing, 2023, 17 : 3829 - 3836
  • [10] A new non-convex sparse optimization method for image restoration
    Wu, Peng
    Li, Dequan
    [J]. SIGNAL IMAGE AND VIDEO PROCESSING, 2023, 17 (07) : 3829 - 3836