DocumentCode
1216784
Title
Local geometry variable conductance diffusion for post-reconstruction filtering
Author
Luo, Der-shan ; King, Michael A. ; Glick, Stephen
Author_Institution
Dept. of Nucl. Med., Massachusetts Univ. Med. Center, Worcester, MA, USA
Volume
41
Issue
6
fYear
1994
Firstpage
2800
Lastpage
2806
Abstract
Variable conductance diffusion (VCD) filtering can preserve edges while smoothing noise in an image. The threshold of the conductance function determines the degree to which a part of the image is smoothed. Traditionally, a constant threshold has been used. The use of a global threshold does not allow for adaptation to local variations within the image. The approach presented here exploits the local geometry of the image and derives the threshold from the variations that are more likely caused by noise than by structural changes. The authors apply it to simulated noisy reconstructed single-photon emission computed tomographic (SPECT) image sets. For a particular voxel, if a consistent gradient direction is found within its neighborhood, then the variations on the plane perpendicular to the gradient direction are considered as noise and used to derive the threshold. The authors´ results show that, for the same average noise level in the liver, the image contrast from both local geometry and constant threshold VCD filters are higher than those from Butterworth filtering. The local geometry VCD filtering provides images with smoother boundaries than the constant threshold method. Moreover, the contrast loss is less sensitive to the tumor size for the local geometry method.<>
Keywords
medical image processing; single photon emission computed tomography; SPECT; edges preservation; image noise smoothing; local geometry variable conductance diffusion; local image variations; medical diagnostic imaging; nuclear medicine; post-reconstruction filtering; structural changes; voxel; Computational modeling; Diffusion processes; Geometry; Image reconstruction; Information filtering; Information filters; Liver; Noise level; Smoothing methods; Tomography;
fLanguage
English
Journal_Title
Nuclear Science, IEEE Transactions on
Publisher
ieee
ISSN
0018-9499
Type
jour
DOI
10.1109/23.340650
Filename
340650
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