An efficient reconstruction algorithm for differential phase-contrast tomographic images from a limited number of views

被引:13
|
作者
Sunaguchi, Naoki [1 ]
Yuasa, Tetsuya [2 ]
Gupta, Rajiv [3 ,4 ]
Ando, Masami [5 ]
机构
[1] Gunma Univ, Fac Sci & Technol, Kiryu, Gunma 3768515, Japan
[2] Yamagata Univ, Grad Sch Engn & Sci, Yonezawa, Yamagata 9928510, Japan
[3] Massachusetts Gen Hosp, Dept Radiol, Boston, MA 02114 USA
[4] Harvard Univ, Sch Med, Boston, MA 02114 USA
[5] Tokyo Univ Sci, Res Inst Sci & Technol, Noda, Chiba 2788510, Japan
关键词
DARK-FIELD; COMPUTED-TOMOGRAPHY; RAY; ANALYZER; BREAST;
D O I
10.1063/1.4938211
中图分类号
O59 [应用物理学];
学科分类号
摘要
The main focus of this paper is reconstruction of tomographic phase-contrast image from a set of projections. We propose an efficient reconstruction algorithm for differential phase-contrast computed tomography that can considerably reduce the number of projections required for reconstruction. The key result underlying this research is a projection theorem that states that the second derivative of the projection set is linearly related to the Laplacian of the tomographic image. The proposed algorithm first reconstructs the Laplacian image of the phase-shift distribution from the second-derivative of the projections using total variation regularization. The second step is to obtain the phase-shift distribution by solving a Poisson equation whose source is the Laplacian image previously reconstructed under the Dirichlet condition. We demonstrate the efficacy of this algorithm using both synthetically generated simulation data and projection data acquired experimentally at a synchrotron. The experimental phase data were acquired from a human coronary artery specimen using dark-field-imaging optics pioneered by our group. Our results demonstrate that the proposed algorithm can reduce the number of projections to approximately 33% as compared with the conventional filtered backprojection method, without any detrimental effect on the image quality. (C) 2015 AIP Publishing LLC.
引用
收藏
页数:4
相关论文
共 50 条
  • [31] Assessment of the effects of different sample perfusion procedures on phase-contrast tomographic images of mouse spinal cord
    Stefanutti, E.
    Sierra, A.
    Miocchi, P.
    Massimi, L.
    Brun, F.
    Maugeri, L.
    Bukreeva, I.
    Nurmi, A.
    Provinciali, G. Begani
    Tromba, G.
    Grohn, O.
    Giove, F.
    Cedola, A.
    Fratini, M.
    JOURNAL OF INSTRUMENTATION, 2018, 13
  • [32] Low dose reconstruction algorithm for differential phase contrast imaging
    Wang, Zhentian
    Huang, Zhifeng
    Zhang, Li
    Chen, Zhiqiang
    Kang, Kejun
    Yin, Hongxia
    Wang, Zhenchang
    Marco, Stampanoni
    JOURNAL OF X-RAY SCIENCE AND TECHNOLOGY, 2011, 19 (03) : 403 - 415
  • [33] DIGITAL RECONSTRUCTION OF BRIGHT FIELD PHASE-CONTRAST IMAGES FROM HIGH-RESOLUTION ELECTRON-MICROGRAPHS
    KIRKLAND, EJ
    SIEGEL, BM
    UYEDA, N
    FUJIYOSHI, Y
    ULTRAMICROSCOPY, 1980, 5 (04) : 479 - 503
  • [34] Penalized maximum likelihood reconstruction for x-ray differential phase-contrast tomography
    Brendel, Bernhard
    von Teuffenbach, Maximilian
    Noel, Peter B.
    Pfeiffer, Franz
    Koehler, Thomas
    MEDICAL PHYSICS, 2016, 43 (01) : 188 - 194
  • [35] ITERATIVE FBP FOR IMPROVED RECONSTRUCTION OF X-RAY DIFFERENTIAL PHASE-CONTRAST TOMOGRAMS
    Nilchian, Masih
    Vonesch, Cedric
    Modregger, Peter
    Stampanoni, Marco
    Unser, Michael
    2013 IEEE 10TH INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING (ISBI), 2013, : 1260 - 1263
  • [36] A Deep Learning Reconstruction Framework for Differential Phase-Contrast Computed Tomography With Incomplete Data
    Fu, Jian
    Dong, Jianbing
    Zhao, Feng
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2020, 29 (01) : 2190 - 2202
  • [37] An iterative image reconstruction for differential X-ray phase-contrast computed tomography
    Sun, Fengrong
    Babyn, Paul
    Yuasa, Tetsuya
    Zhang, Mingqiang
    Qin, Feng
    Sunaguchi, Naoki
    Wahid, Khan A.
    Ando, Masami
    Journal of Fiber Bioengineering and Informatics, 2015, 8 (03): : 521 - 528
  • [38] Fast gridding projectors for analytical and iterative tomographic reconstruction of differential phase contrast data
    Arcadu, Filippo
    Stampanoni, Marco
    Marone, Federica
    OPTICS EXPRESS, 2016, 24 (13): : 14748 - 14764
  • [39] 3-D mammary calcification reconstruction from a limited number of views
    Maidment, ADA
    Albert, M
    Conant, EF
    Feig, SA
    PHYSICS OF MEDICAL IMAGING: MEDICAL IMAGING 1996, 1996, 2708 : 378 - 389
  • [40] Three-dimensional breast image reconstruction from a limited number of views
    McCauley, TG
    Stewart, A
    Stanton, M
    Wu, T
    Phillips, W
    MEDICAL IMAGING 2000: PHYSICS OF MEDICAL IMAGING, 2000, 3977 : 384 - 395