跳到主要导航 跳到搜索 跳到主要内容

The de-noising methods for SPECT reconstruction with non-uniform attenuation based on wavelet transform

  • Wen Junhai*
  • , Li Yincen
  • , Wang Wei
  • *此作品的通讯作者
  • Beijing Institute of Technology

科研成果: 书/报告/会议事项章节会议稿件同行评审

摘要

In single photon emission computed tomography (SPECT), the non-stationary Possion noise in the projection data (sinogram) is a major cause to compromise the quality of the reconstructed images. To improve the quality, we must remove the Possion noise in the sinogram before reconstruction. However, the conventional space or frequency domain de-noising methods possibly remove the edge information that is very important for the accurate reconstruction, especially for SPECT reconstruction with non-uniform attenuation. As a time-frequency analysis tool, wavelet transform has been widely used in the signal and image processing fields, demonstrated its powerful functions in the application of de-noising. In this paper, we try to find out the de-noising abilities of the wavelet based de-noising methods for SPECT reconstruction with non-uniform attenuation, and the effect of the Anscombe transform in the wavelet based de-noising. Five most effective de-noising methods were selected, and the non-uniform attenuation reconstruction algorithm was applied to the de-noised projection data. From the reconstructed results, it is clear that the Revised BivaShrink with complex wavelet is the best wavelet based de-noising method for SPECT reconstruction with non-uniform attenuation, and the effect of Anscombe transform, which converts the Possion noise into Gaussian noise, is not significant in the wavelet based de-noising.

源语言英语
主期刊名2007 IEEE/ICME International Conference on Complex Medical Engineering, CME 2007
843-849
页数7
DOI
出版状态已出版 - 2007
活动2007 IEEE/ICME International Conference on Complex Medical Engineering, CME 2007 - Beijing, 中国
期限: 23 5月 200727 5月 2007

丛书

姓名2007 IEEE/ICME International Conference on Complex Medical Engineering, CME 2007

会议

会议2007 IEEE/ICME International Conference on Complex Medical Engineering, CME 2007
国家/地区中国
Beijing
时期23/05/0727/05/07

学术指纹

探究 'The de-noising methods for SPECT reconstruction with non-uniform attenuation based on wavelet transform' 的科研主题。它们共同构成独一无二的学术指纹。

引用此