ANGULAR UPSAMPLING OF PROJECTION MEASUREMENTS IN 3D COMPUTED TOMOGRAPHY USING A SPARSITY PRIOR

被引:0
作者
Karimi, Davood [1 ]
Ward, Rabab [1 ]
Ford, Nancy [2 ]
机构
[1] Univ British Columbia, Dept Elect & Comp Engn, Vancouver, BC V5Z 1M9, Canada
[2] Univ British Columbia, Fac Dent, Vancouver, BC V5Z 1M9, Canada
来源
2015 IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP) | 2015年
关键词
computed tomography; upsampling; inpainting; sinogram; sparse modeling; RECONSTRUCTION; CT; ALGORITHM;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
We propose an algorithm for angular upsampling of the projections in 3D computed tomography (CT). The central assumption of the proposed method is that small blocks extracted from stacked projections have a sparse representation in an overcomplete dictionary. We present methods for fast solution of the optimization problems involved and apply the proposed algorithm on simulated and real projections. Our results show that upsampling of the projections with the proposed method can lead to a significant improvement in the quality of the reconstructed image.
引用
收藏
页码:3363 / 3367
页数:5
相关论文
共 11 条
  • [1] Robust uncertainty principles:: Exact signal reconstruction from highly incomplete frequency information
    Candès, EJ
    Romberg, J
    Tao, T
    [J]. IEEE TRANSACTIONS ON INFORMATION THEORY, 2006, 52 (02) : 489 - 509
  • [2] Compressed sensing based cone-beam computed tomography reconstruction with a first-order method
    Choi, Kihwan
    Wang, Jing
    Zhu, Lei
    Suh, Tae-Suk
    Boyd, Stephen
    Xing, Lei
    [J]. MEDICAL PHYSICS, 2010, 37 (09) : 5113 - 5125
  • [3] Image denoising via sparse and redundant representations over learned dictionaries
    Elad, Michael
    Aharon, Michal
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 2006, 15 (12) : 3736 - 3745
  • [4] PRACTICAL CONE-BEAM ALGORITHM
    FELDKAMP, LA
    DAVIS, LC
    KRESS, JW
    [J]. JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 1984, 1 (06): : 612 - 619
  • [5] GPU-based fast cone beam CT reconstruction from undersampled and noisy projection data via total variation
    Jia, Xun
    Lou, Yifei
    Li, Ruijiang
    Song, William Y.
    Jiang, Steve B.
    [J]. MEDICAL PHYSICS, 2010, 37 (04) : 1757 - 1760
  • [6] Strategy of computed tomography sinogram inpainting based on sinusoid-like curve decomposition and eigenvector-guided interpolation
    Li, Yinsheng
    Chen, Yang
    Hu, Yining
    Oukili, Ahmed
    Luo, Limin
    Chen, Wufan
    Toumoulin, Christine
    [J]. JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION, 2012, 29 (01) : 153 - 163
  • [7] Strategies for Reducing Radiation Dose in CT
    McCollough, Cynthia H.
    Primak, Andrew N.
    Braun, Natalie
    Kofler, James
    Yu, Lifeng
    Christner, Jodie
    [J]. RADIOLOGIC CLINICS OF NORTH AMERICA, 2009, 47 (01) : 27 - +
  • [8] CoSaMP: Iterative signal recovery from incomplete and inaccurate samples
    Needell, D.
    Tropp, J. A.
    [J]. APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS, 2009, 26 (03) : 301 - 321
  • [9] Shtok J, 2011, INT CONF ACOUST SPEE, P569
  • [10] Image reconstruction in circular cone-beam computed tomography by constrained, total-variation minimization
    Sidky, Emil Y.
    Pan, Xiaochuan
    [J]. PHYSICS IN MEDICINE AND BIOLOGY, 2008, 53 (17) : 4777 - 4807