Study of the influence of removing speckle noise on the segmentation of uterus ultrasonic images based on Active shape contour algorithm
published by Aِl-Baath University
in 2014
in
and research's language is
العربية
Download
Abstract in English
The study suggests a new approach to segment the ultrasound
uterus images to obtain the fetus region. The approach consists of
three stages. The first includes the preprocessing in which the
speckle noise is removed from the ultrasound images depending on
sequential filtering of Gabor filter and median filter. Second, an
improved active shape contour independent of edges is applied to
segment the uterus images. The last stage is the post processing
which depends on the morphological operation to eliminate the
undesired region and obtain the region of interest (fetus).
The designed system has been tested by means of medical database
of ultrasound uterus images downloaded from the ULTRASCAN
CENTRE site in Kaloor (India). The experimental tests show that
the proposed sequential filtering technique improves the active
shape contour algorithm performance significantly, so the system
segment the uterus images correctly even in the presence of speckle
noise.
References used
BENKESER P. JACKSON J. NICHOLS F. 1995 3d ultrasonic imaging of the structure and elasticity of the carotid bifurcation. Proc. IEEE Ultrasonics Symposium, 1419–1422
BOUMA C. ZUIDERVELD K. VIERGEVER M. A. 1995 Quantitative evaluation of semi-automated segmentation of intravascular ultrasound subtraction images, In Abstracts of the 11th Symposium on Echocardiology
CASELLES, V.; COLL, T.; DIBOS, F., 1993, A geometric model for active contours in image processing, Numerische Mathematik, V.66, 1-31
CASELLES, V. KIMMEL, R. SAPIRO, G., 1997 on geodesic active contours, Journal of Computer Vision, V.22, 61-79
GUSTAVO C. BOGDAN G. SARA G. DORIN C. 2008 Detection of Fetal Anatomies from Ultrasound Images using a Constrained Probabilistic Boosting Tree. IEEE TRANSACTIONS ON MEDICAL IMAGING, 1-13