Transmission tomography under Poisson noise using the Anscombe transformation and Wiener filtering of the projections

被引:17
|
作者
Mascarenhas, NDA
Santos, CAN
Cruvinel, PE
机构
[1] Univ Fed Sao Carlos, Dept Comp, Architecture Signal & Image Proc Grp, BR-13565905 Sao Carlos, SP, Brazil
[2] EMBRAPA, Agr Instrumentat, BR-13561160 Sao Carlos, SP, Brazil
关键词
transmission tomography; Poisson noise; estimation theory; Anscombe transformation; Wiener filter;
D O I
10.1016/S0168-9002(98)00925-5
中图分类号
TH7 [仪器、仪表];
学科分类号
0804 ; 080401 ; 081102 ;
摘要
A minitomograph scanner for soil science was developed by the National Center for Research and Development of Agricultural Instrumentation (EMBRAPA/CNPDIA). The purpose of this paper is twofold. First, a statistical characterization of the noise affecting the projection measurements of this scanner is presented. Second, having determined the Poisson nature of this noise, a new method of filtering the projection data prior to the reconstruction is proposed. It is based on transforming the Poisson noise into Gaussian additive noise, filtering the projections in blocks through the Wiener filter and performing the inverse tranformation. Results with real data indicate that this method gives superior results, as compared to conventional backprojection with the ramp filter, by taking into consideration both resolution and noise, through a mean square error criterion. (C) 1999 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:265 / 271
页数:7
相关论文
共 50 条
  • [1] Transmission tomography under Poisson noise using the Anscombe transformation and Wiener filtering of the projections
    Mascarenhas, Nelson D.A.
    Santos, Cid A.N.
    Cruvinel, Paulo E.
    Nuclear Instruments and Methods in Physics Research, Section A: Accelerators, Spectrometers, Detectors and Associated Equipment, 1999, 423 (2-3): : 265 - 271
  • [2] Mammographic Image Denoising and Enhancement Using the Anscombe Transformation, Adaptive Wiener Filtering, and the Modulation Transfer Function
    Romualdo, Larissa C. S.
    Vieira, Marcelo A. C.
    Schiabel, Homero
    Mascarenhas, Nelson D. A.
    Borges, Lucas R.
    JOURNAL OF DIGITAL IMAGING, 2013, 26 (02) : 183 - 197
  • [3] Mammographic Image Denoising and Enhancement Using the Anscombe Transformation, Adaptive Wiener Filtering, and the Modulation Transfer Function
    Larissa C. S. Romualdo
    Marcelo A. C. Vieira
    Homero Schiabel
    Nelson D. A. Mascarenhas
    Lucas R. Borges
    Journal of Digital Imaging, 2013, 26 : 183 - 197
  • [4] Optimal Inversion of the Generalized Anscombe Transformation for Poisson-Gaussian Noise
    Makitalo, Markku
    Foi, Alessandro
    IEEE TRANSACTIONS ON IMAGE PROCESSING, 2013, 22 (01) : 91 - 103
  • [5] INVERSE POISSON TRANSFORMATION AND SHOT NOISE FILTERING
    QIAN, H
    REVIEW OF SCIENTIFIC INSTRUMENTS, 1990, 61 (08): : 2088 - 2091
  • [6] Alternating Minimization Algorithm with Automatic Relevance Determination for Transmission Tomography under Poisson Noise
    Kaganovsky, Yan
    Han, Shaobo
    Degirmenci, Soysal
    Politte, David G.
    Brady, David J.
    O'Sullivan, Joseph A.
    Carin, Lawrence
    SIAM JOURNAL ON IMAGING SCIENCES, 2015, 8 (03): : 2087 - 2132
  • [7] POISSON-GAUSSIAN DENOISING USING THE EXACT UNBIASED INVERSE OF THE GENERALIZED ANSCOMBE TRANSFORMATION
    Makitalo, Markku
    Foi, Alessandro
    2012 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2012, : 1081 - 1084
  • [8] BAYESIAN FILTERING OF POISSON NOISE USING LOCAL STATISTICS
    RABBANI, M
    IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1988, 36 (06): : 933 - 937
  • [9] Ensemble Noise Filtering for Streaming Data Using Poisson Bootstrap Model Filtering
    Satyanarayana, Ashwin
    Chinchilla, Rosemary
    INFORMATION TECHNOLOGY: NEW GENERATIONS, 2016, 448 : 869 - 879
  • [10] Noise reduction in interferograms using the wavelet packet transform and Wiener filtering
    Zha, Xianjie
    Fu, Rongshan
    Dai, Zhiyang
    Liu, Bin
    IEEE GEOSCIENCE AND REMOTE SENSING LETTERS, 2008, 5 (03) : 404 - 408