DocumentCode :
3506061
Title :
Implicit active contours for ultrasound images segmentation driven by phase information and local maximum likelihood
Author :
Belaid, A. ; Boukerroui, D. ; Maingourd, Y. ; Lerallut, J.-F.
Author_Institution :
Heudiasyc, Univ. de Technol. de Compiegne, Compiegne, France
fYear :
2011
fDate :
March 30 2011-April 2 2011
Firstpage :
630
Lastpage :
635
Abstract :
This paper presents a new method in a variational level set framework for ultrasound images segmentation. The conventional intensity gradient based methods have had limited success on ultrasound images. Phase based methods, which are theoretically intensity-invariant, offer a good alternative. The proposed approach uses a speed term based on local phase derived from the monogenic signal. In order to confront more the speckle noise and local changes of intensity, the proposed phase based geodesic active contours term is combined with a new local maximum likelihood region term. A Rayleigh probability distribution is considered to model the B-mode ultrasound images intensities. Preliminary results show that the proposed model is robust to attenuation and captures well the low contrast boundaries.
Keywords :
echocardiography; edge detection; image segmentation; maximum likelihood estimation; medical image processing; B-mode ultrasound image intensity; Rayleigh probability distribution; geodesic active contour term; implicit active contours; intensity invariant phase based methods; local intensity changes; local maximum likelihood region term; local phase derived speed term; low contrast boundaries; monogenic signal; phase information; speckle noise; ultrasound image segmentation; variational level set framework; Attenuation; Equations; Image edge detection; Image segmentation; Robustness; Speckle; Ultrasonic imaging; Echocardiography; Level set segmentation; Local phase; Maximum likelihood; 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.2011.5872486
Filename :
5872486
Link To Document :
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