Multiscale Wiener Filtering Method For Low-Dose CT Images

被引:10
作者
Ke, Li [1 ]
Zhang, Rendong [1 ]
机构
[1] Shenyang Univ Technol, Inst Biomed & Electromagnet Engn, Shenyang 110870, Liaoning, Peoples R China
来源
2010 3RD INTERNATIONAL CONFERENCE ON BIOMEDICAL ENGINEERING AND INFORMATICS (BMEI 2010), VOLS 1-7 | 2010年
关键词
low-dose CT; Wiener filter; Wavelet transform; CHEST;
D O I
10.1109/BMEI.2010.5639560
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Degradation of low-dose CT image such as noising and detail blurring can worsen visual quality and the results of analysis, so it is necessary to enhance low-dose CT image to improve its visual quality. In this paper, a multi-scale Wiener filtering method is proposed based on analysis of low-dose CT image noise. First, the algorithm decomposes image by two-stage wavelet transformation, and then design Wiener filters for the every sub-images. The value of the peak signal to noise ratio (PSNR) of low-dose CT images was used as the measure of image visual quality. Experiment results demonstrate that the algorithm improves the image visual quality. It can get the conclusion that the method denoised low-dose CT image with good visual effect, and it can be used to denoise low-dose of CT images in medical field.
引用
收藏
页码:428 / 431
页数:4
相关论文
共 15 条
[1]  
CHEN LW, 2006, STUDY WAVELET DENOIS, P30
[2]  
DENG DP, 2004, CHINESE J RADIOLOGIC, V13, P309
[3]  
[干芸根 GAN Yungen], 2006, [中华放射医学与防护杂志, Chinese Journal of Radiological Medicine and Protection], V26, P405
[4]  
HU FF, 2007, RES IMAGE INTERPOLAT, P10
[5]  
HUANG DT, 1994, CHINESE J RADIOLOGY, V28, P616
[6]   Strategies for CT radiation dose optimization [J].
Kalra, MK ;
Maher, MM ;
Toth, TL ;
Hamberg, LM ;
Blake, MA ;
Shephard, JA ;
Saini, S .
RADIOLOGY, 2004, 230 (03) :619-628
[7]   SINGULARITY DETECTION AND PROCESSING WITH WAVELETS [J].
MALLAT, S ;
HWANG, WL .
IEEE TRANSACTIONS ON INFORMATION THEORY, 1992, 38 (02) :617-643
[8]   GT OF THE CHEST - MINIMAL TUBE CURRENT REQUIRED FOR GOOD IMAGE QUALITY WITH THE LEAST RADIATION-DOSE [J].
MAYO, JR ;
HARTMAN, TE ;
LEE, KS ;
PRIMACK, SL ;
VEDAL, S ;
MULLER, NL .
AMERICAN JOURNAL OF ROENTGENOLOGY, 1995, 164 (03) :603-607
[9]   LOW-DOSE CT OF THE LUNGS - PRELIMINARY-OBSERVATIONS [J].
NAIDICH, DP ;
MARSHALL, CH ;
GRIBBIN, C ;
ARAMS, RS ;
MCCAULEY, DI .
RADIOLOGY, 1990, 175 (03) :729-731
[10]   Ultra low-dose helical CT of the chest [J].
Nitta, N ;
Takahashi, M ;
Murata, K ;
Morita, R .
AMERICAN JOURNAL OF ROENTGENOLOGY, 1998, 171 (02) :383-385