DocumentCode :
1684251
Title :
A new filtering method for ultrasound images incorporating prior statistics concerning medical features
Author :
Stippel, Gjenna ; Duskunovic, Ivana ; Philips, Wilfried ; Zecic, Alexandra ; Govaert, Paul ; Lemahieu, Ignace
Author_Institution :
Dept. of Telecommun. & Inf. Process. (TELIN), Ghent Univ., Gent, Belgium
Volume :
2
fYear :
2001
Firstpage :
821
Abstract :
20 to 50 percent of neonates with very low birth weight (VLBW:<1500 g) suffer from white matter damage (leukomalacia). Nowadays the diagnosis of WMD is still solely dependent on the visual interpretation by an expert. A need for a (semi-) computerized way of segmenting the affected regions, in order to make quantitative measurements as an aid to the subjective diagnosis, is felt. Applying active contours for this purpose, is a classical approach. The performance of active contours for this purpose, however, is heavily deteriorated by the presence of speckle noise. In this paper a new filter, taking into account local statistics in the image, is proposed; it removes a significant amount of speckle noise in the healthy parts, while it makes the areas affected by WMD more uniform, thus severely improving the performance of the active contour. The results show that applying an active contour after the proposed technique yields a segmentation much closer to that of an expert
Keywords :
biomedical ultrasonics; brain; digital filters; image segmentation; interference suppression; medical image processing; noise; paediatrics; speckle; active contours; babies; diagnosis; filtering method; leukomalacia; local statistics; medical features; neonates; new-born; prior statistics; segmentation; speckle noise; ultrasound images; very low birth weight; white matter damage; Active contours; Biomedical imaging; Filtering; Filters; Image segmentation; Medical diagnostic imaging; Pediatrics; Speckle; Statistics; Ultrasonic imaging;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Processing, 2001. Proceedings. 2001 International Conference on
Conference_Location :
Thessaloniki
Print_ISBN :
0-7803-6725-1
Type :
conf
DOI :
10.1109/ICIP.2001.958620
Filename :
958620
Link To Document :
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