Integrated approach to the data processing of four-dimensional datasets from phase-contrast x-ray tomography

被引:6
作者
Shahani, Ashwin J. [1 ]
Gulsoy, E. Begum [1 ]
Gibbs, John W. [1 ]
Fife, Julie L. [2 ]
Voorhees, Peter W. [1 ]
机构
[1] Northwestern Univ, Dept Mat Sci & Engn, Evanston, IL 60208 USA
[2] Paul Scherrer Inst, Swiss Light Source, Villigen, Switzerland
来源
OPTICS EXPRESS | 2014年 / 22卷 / 20期
关键词
EDGE-DETECTION; SCALE-SPACE; SEGMENTATION; RETRIEVAL; IMAGE; REDUCTION; THRESHOLD; EVOLUTION; OBJECTS;
D O I
10.1364/OE.22.024606
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
Phase contrast X-ray tomography (PCT) enables the study of systems consisting of elements with similar atomic numbers. Processing datasets acquired using PCT is nontrivial because of the low-pass characteristics of the commonly used single-image phase retrieval algorithm. In this study, we introduce an image processing methodology that simultaneously utilizes both phase and attenuation components of an image obtained at a single detector distance. This novel method, combined with regularized Perona-Malik filter and bias-corrected fuzzy C-means algorithm, allows for automated segmentation of data acquired through four-dimensional PCT. Using this integrated approach, the three-dimensional coarsening morphology of an Aluminum-29.9wt% Silicon alloy can be analyzed. (C) 2014 Optical Society of America
引用
收藏
页码:24606 / 24621
页数:16
相关论文
共 40 条
  • [1] Ahmed M. N., 1999, P IEEE INT C COMP VI, P1
  • [2] [Anonymous], 2012, MATALAB VERS 7 14 0
  • [3] [Anonymous], 1964, Extrapolation, interpolation, and smoothing of stationary time series: with engineering applications
  • [4] 2D and 3D X-ray phase retrieval of multi-material objects using a single defocus distance
    Beltran, M. A.
    Paganin, D. M.
    Uesugi, K.
    Kitchen, M. J.
    [J]. OPTICS EXPRESS, 2010, 18 (07): : 6423 - 6436
  • [5] Bertalmio M., 2000, P SIGGRAPH 2000
  • [6] FCM - THE FUZZY C-MEANS CLUSTERING-ALGORITHM
    BEZDEK, JC
    EHRLICH, R
    FULL, W
    [J]. COMPUTERS & GEOSCIENCES, 1984, 10 (2-3) : 191 - 203
  • [7] Phase retrieval in X-ray phase-contrast imaging suitable for tomography
    Burvall, Anna
    Lundstrom, Ulf
    Takman, Per A. C.
    Larsson, Daniel H.
    Hertz, Hans M.
    [J]. OPTICS EXPRESS, 2011, 19 (11): : 10359 - 10376
  • [8] IMAGE SELECTIVE SMOOTHING AND EDGE-DETECTION BY NONLINEAR DIFFUSION
    CATTE, F
    LIONS, PL
    MOREL, JM
    COLL, T
    [J]. SIAM JOURNAL ON NUMERICAL ANALYSIS, 1992, 29 (01) : 182 - 193
  • [9] Phase objects in synchrotron radiation hard x-ray imaging
    Cloetens, P
    Barrett, R
    Baruchel, J
    Guigay, JP
    Schlenker, M
    [J]. JOURNAL OF PHYSICS D-APPLIED PHYSICS, 1996, 29 (01) : 133 - 146
  • [10] Segmentation of textured images using a multiresolution Gaussian autoregressive model
    Comer, ML
    Delp, EJ
    [J]. IEEE TRANSACTIONS ON IMAGE PROCESSING, 1999, 8 (03) : 408 - 420