DocumentCode :
3510921
Title :
Segmentation of the bladder wall using coupled level set methods
Author :
Chi, J. Wenjun ; Brady, Michael ; Moore, Niall R. ; Schnabel, Julia A.
Author_Institution :
Dept. of Eng. Sci., Univ. of Oxford, Oxford, UK
fYear :
2011
fDate :
March 30 2011-April 2 2011
Firstpage :
1653
Lastpage :
1656
Abstract :
We describe a novel method to segment the bladder wall in magnetic resonance imaging (MRI) to support the detection of disease, such as endometriosis, and for surgical planning. We segment the inner and outer wall boundary using T2- and T1-weighted MRI images, respectively. A new coupling technique for level sets is formulated and tested on 54 T2- and T1-weighted image pairs. A local phase based dimensionless feature asymmetry measurement using the monogenic signal is used. The results are validated against manual segmentations using the Dice similarity coefficient. Our findings show that the coupling significantly improves the segmentation by preventing leakage due to weak image features and MR bias field. This method shows promising potential for other segmentation tasks involving thin, elongated structures.
Keywords :
biological tissues; biomedical MRI; biomedical measurement; diseases; feature extraction; image segmentation; medical image processing; surgery; Dice similarity coefficient; T1-weighted MRI images; T2-weighted MRI images; bladder wall segmentation; coupled level set methods; coupling technique; dimensionless feature asymmetry measurement; disease detection; endometriosis; image pairs; magnetic resonance imaging; monogenic signal; surgical planning; thin elongated structures; wall boundary; weak image features; Bladder; Couplings; Force; Image segmentation; Level set; Springs; Surgery; Coupled level sets; bladder wall; feature asymmetry; local phase; monogenic signal;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Biomedical Imaging: From Nano to Macro, 2011 IEEE International Symposium on
Conference_Location :
Chicago, IL
ISSN :
1945-7928
Print_ISBN :
978-1-4244-4127-3
Electronic_ISBN :
1945-7928
Type :
conf
DOI :
10.1109/ISBI.2011.5872721
Filename :
5872721
Link To Document :
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