Characterization and reduction of artifacts in limited angle tomography

被引:129
|
作者
Frikel, Juergen [1 ,2 ]
Quinto, Eric Todd [3 ]
机构
[1] Tech Univ Munich, Zentrum Math, D-80290 Munich, Germany
[2] Helmholtz Zentrum Munchen, Inst Computat Biol, Munich, Germany
[3] Tufts Univ, Dept Math, Medford, MA 02155 USA
基金
美国国家科学基金会;
关键词
X-RAY TRANSFORM; LOCAL TOMOGRAPHY; IMAGE-RECONSTRUCTION; TOMOSYNTHESIS; INVERSION; SPACE;
D O I
10.1088/0266-5611/29/12/125007
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
We consider the reconstruction problem for limited angle tomography using filtered backprojection (FBP) and lambda tomography. We use microlocal analysis to explain why the well-known streak artifacts are present at the end of the limited angular range. We explain how to mitigate the streaks and prove that our modified FBP and lambda operators are standard pseudodifferential operators, and so they do not add artifacts. We provide reconstructions to illustrate our mathematical results.
引用
收藏
页数:21
相关论文
共 50 条
  • [1] How strong are streak artifacts in limited angle computed tomography?
    Nguyen, Linh V.
    INVERSE PROBLEMS, 2015, 31 (05)
  • [2] TILT: Topological Interface Recovery in Limited-Angle Tomography
    Karvonen, Elli
    Lassas, Matti
    Pankka, Pekka
    Siltanen, Samuli
    SIAM JOURNAL ON IMAGING SCIENCES, 2024, 17 (03): : 1761 - 1794
  • [3] Data Consistent Artifact Reduction for Limited Angle Tomography with Deep Learning Prior
    Huang, Yixing
    Preuhs, Alexander
    Lauritsch, Gunter
    Manhart, Michael
    Huang, Xiaolin
    Maier, Andreas
    MACHINE LEARNING FOR MEDICAL IMAGE RECONSTRUCTION, MLMIR 2019, 2019, 11905 : 101 - 112
  • [4] Learning a microlocal prior for limited-angle tomography
    Rautio, Siiri
    Murthy, Rashmi
    Bubba, Tatiana A.
    Lassas, Matti
    Siltanen, Samuli
    IMA JOURNAL OF APPLIED MATHEMATICS, 2023, 88 (06) : 888 - 916
  • [5] Deep microlocal reconstruction for limited-angle tomography
    Andrade-Loarca, Hector
    Kutyniok, Gitta
    Oektem, Ozan
    Petersen, Philipp
    APPLIED AND COMPUTATIONAL HARMONIC ANALYSIS, 2022, 59 : 155 - 197
  • [6] Weight factors for limited angle photoacoustic tomography
    Paltauf, G.
    Nuster, R.
    Burgholzer, P.
    PHYSICS IN MEDICINE AND BIOLOGY, 2009, 54 (11): : 3303 - 3314
  • [7] Traditional machine learning for limited angle tomography
    Huang, Yixing
    Lu, Yanye
    Taubmann, Oliver
    Lauritsch, Guenter
    Maier, Andreas
    INTERNATIONAL JOURNAL OF COMPUTER ASSISTED RADIOLOGY AND SURGERY, 2019, 14 (01) : 11 - 19
  • [8] A NOVEL ALTERNATIVE ALGORITHM FOR LIMITED ANGLE TOMOGRAPHY
    Lu, Xiaoqiang
    Yuan, Yuan
    Yan, Pingkun
    Li, Xuelong
    2011 18TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING (ICIP), 2011, : 409 - 412
  • [9] Directional sinogram inpainting for limited angle tomography
    Tovey, Robert
    Benning, Martin
    Brune, Christoph
    Lagerwerf, Marinus J.
    Collins, Sean M.
    Leary, Rowan K.
    Midgley, Paul A.
    Schonlieb, Carola-Bibiane
    INVERSE PROBLEMS, 2019, 35 (02)
  • [10] Limited-angle optical computed tomography algorithms
    Wan, X
    Gao, YQ
    Wang, Q
    Le, SP
    Yu, SL
    OPTICAL ENGINEERING, 2003, 42 (09) : 2659 - 2669