Wavelet-based denoising and its impact on analytical SPECT reconstruction with nonuniform attenuation compensation

被引:6
作者
Wen, Junhai [1 ]
Li, Yincen [1 ]
Wang, Wei [1 ]
机构
[1] Beijing Inst Technol, Sch Life Sci & Technol, Dept Biomed Engn, Beijing 100081, Peoples R China
基金
中国国家自然科学基金;
关键词
SPECT; analytical reconstruction; denoising; EXPONENTIAL RADON-TRANSFORM; FAN-BEAM COLLIMATORS; INVERSION-FORMULA; DETECTOR RESPONSE; TOMOGRAPHY; SHRINKAGE;
D O I
10.1002/ima.22034
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
In single photon emission computed tomography (SPECT), the nonstationary Poisson noise in projection data (sinogram) is a major cause of compromising the quality of reconstructed images. To improve the quality, we must suppress the Poisson noise in the sinogram before or during image reconstruction. However, the conventional space or frequency domain denoising methods will likely remove some information that is very important for accurate image reconstruction, especially for analytical SPECT reconstruction with compensation for nonuniform attenuation. As a time-frequency analysis tool, wavelet transform has been widely used in the signal and image processing fields and demonstrated its powerful functions in the application of denoising. In this article, we studied the denoising abilities of wavelet-based denoising method and the impact of the denoising on analytical SPECT reconstruction with nonuniform attenuation. Six popular wavelet-based denoising methods were tested. The reconstruction results showed that the Revised BivaShrink method with complex wavelet is better than others in analytical SPECT reconstruction with nonuniform attenuation compensation. Meanwhile, we found that the effect of the Anscombe transform for denoising is not significant on the wavelet-based denoising methods, and the wavelet-based de-noise methods can obtain good denoising result even if we do not use Anscombe transform. The wavelet-based denoising methods are the good choice for analytical SPECT reconstruction with compensation for nonuniform attenuation. (c) 2013 Wiley Periodicals, Inc. Int J Imaging Syst Technol, 23, 3643, 2013
引用
收藏
页码:36 / 43
页数:8
相关论文
共 26 条
[1]   THE TRANSFORMATION OF POISSON, BINOMIAL AND NEGATIVE-BINOMIAL DATA [J].
ANSCOMBE, FJ .
BIOMETRIKA, 1948, 35 (3-4) :246-254
[2]   COMPENSATION OF TISSUE ABSORPTION IN EMISSION TOMOGRAPHY [J].
BELLINI, S ;
PIACENTINI, M ;
CAFFORIO, C ;
ROCCA, F .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1979, 27 (03) :213-218
[3]   Multiresolution reconstruction in fan-beam tomography [J].
Bonnet, S ;
Peyrin, F ;
Turjman, F ;
Prost, R .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2002, 11 (03) :169-176
[4]  
Chang S. G., 1998, IEEE INT C IM PROC, V1, P545
[5]   Adaptive wavelet thresholding for image denoising and compression [J].
Chang, SG ;
Yu, B ;
Vetterli, M .
IEEE TRANSACTIONS ON IMAGE PROCESSING, 2000, 9 (09) :1532-1546
[6]   IDEAL SPATIAL ADAPTATION BY WAVELET SHRINKAGE [J].
DONOHO, DL ;
JOHNSTONE, IM .
BIOMETRIKA, 1994, 81 (03) :425-455
[7]  
Elmbt L. V., 1993, PHYS MED BIOL, V38, P1207
[8]  
Frese T, 2002, IEEE T IMAGE PROCESS, V11, P756, DOI [10.1109/TIP.2002.801586, 10.1109/TIP2002.801586]
[9]   NONITERATIVE COMPENSATION FOR THE DISTANCE-DEPENDENT DETECTOR RESPONSE AND PHOTON ATTENUATION IN SPECT IMAGING [J].
GLICK, SJ ;
PENNEY, BC ;
KING, MA ;
BYRNE, CL .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1994, 13 (02) :363-374
[10]   On Wiener-type filters in SPECT [J].
Guillement, J-P ;
Novikov, R. G. .
INVERSE PROBLEMS, 2008, 24 (02)