Image reconstruction in optical tomography using local basis functions

被引:31
|
作者
Schweiger, M [1 ]
Arridge, SR [1 ]
机构
[1] UCL, Dept Comp Sci, London WC1E 6BT, England
关键词
D O I
10.1117/1.1586919
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 demonstrate the effect of representing the solution of a reconstruction as a linear expansion of local basis functions, i.e., functions that have limited support over the domain. Local basis functions are computationally efficient because they lead to linear systems that are sparse. We present two different types of local basis functions: piecewise polynomial regular and irregular functions, and radially symmetric functions on a regular grid (blobs). We demonstrate that the use of higher order polynomial basis functions as well as radially symmetric functions with appropriate choice of shape parameters can reduce the image artifact present in low-order polynomial bases. (C) 2003 SPIE and IST.
引用
收藏
页码:583 / 593
页数:11
相关论文
共 50 条
  • [21] A LOCAL APPROACH TO RESOLUTION ANALYSIS OF IMAGE RECONSTRUCTION IN TOMOGRAPHY
    Katsevich, Alexander
    SIAM JOURNAL ON APPLIED MATHEMATICS, 2017, 77 (05) : 1706 - 1732
  • [22] IMAGE-RECONSTRUCTION FOR COMPUTER-TOMOGRAPHY USING THE BIMODAL OPTICAL COMPUTER
    HABLI, MA
    LEONIK, K
    MICROWAVE AND OPTICAL TECHNOLOGY LETTERS, 1992, 5 (03) : 125 - 128
  • [23] Tomographic reconstruction using radial basis functions
    Miranda, ED
    Valdos, LRB
    Gallanzi, MF
    4TH IBEROAMERICAN MEETING ON OPTICS AND 7TH LATIN AMERICAN MEETING ON OPTICS, LASERS, AND THEIR APPLICATIONS, 2001, 4419 : 648 - 651
  • [24] Reconstruction of Spectra Using Empirical Basis Functions
    Baerz, Jakob
    Hansen, Tina
    Mueller, Stefan
    ADVANCES IN VISUAL COMPUTING, PT I, 2010, 6453 : 582 - 591
  • [25] Using local median as the location of the prior distribution in iterative emission tomography image reconstruction
    Alenius, S
    Ruotsalainen, U
    Astola, J
    IEEE TRANSACTIONS ON NUCLEAR SCIENCE, 1998, 45 (06) : 3097 - 3104
  • [26] Basis Functions in Image Reconstruction From Projections: A Tutorial Introduction
    Herman G.T.
    Sensing and Imaging, 2015, 16 (01):
  • [27] Using local median as the location of the prior distribution in iterative emission tomography image reconstruction
    Alenius, S
    Ruotsalainen, U
    Astola, J
    1997 IEEE NUCLEAR SCIENCE SYMPOSIUM - CONFERENCE RECORD, VOLS 1 & 2, 1998, : 1726 - 1730
  • [28] Image reconstruction in optical tomography in the presence of coupling errors
    Schweiger, Martin
    Nissila, Ilkka
    Boas, David A.
    Arridge, Simon R.
    APPLIED OPTICS, 2007, 46 (14) : 2743 - 2756
  • [29] Enhanced Image Reconstruction in Electrical Impedance Tomography using Radial Basis Function Neural Networks
    Nomvussi, Serge Ayme Kouakouo
    Mikulka, Jan
    MEASUREMENT SCIENCE REVIEW, 2024, 24 (06): : 200 - 210
  • [30] Comparison of image reconstruction techniques for optical projection tomography
    Trull, Anna K.
    van der Horst, Jelle
    van Vliet, Lucas J.
    Kalkman, Jeroen
    APPLIED OPTICS, 2018, 57 (08) : 1874 - 1882