TY - JOUR
T1 - Detection and measurement of fetal abdominal contour in ultrasound images via local phase information and iterative randomized hough transform
AU - Wang, Weiming
AU - Qin, Jing
AU - Zhu, Lei
AU - Ni, Dong
AU - Chui, Yim Pan
AU - Heng, Pheng Ann
PY - 2014
Y1 - 2014
N2 - Due to the characteristic artifacts of ultrasound images, e.g., speckle noise, shadows and intensity inhomogeneity, traditional intensity-based methods usually have limited success on the segmentation of fetal abdominal contour. This paper presents a novel approach to detect and measure the abdominal contour from fetal ultrasound images in two steps. First, a local phase-based measure called multiscale feature asymmetry (MSFA) is de ned from the monogenic signal to detect the boundaries of fetal abdomen. The MSFA measure is intensity invariant and provides an absolute measurement for the signi cance of features in the image. Second, in order to detect the ellipse that ts to the abdominal contour, the iterative randomized Hough transform is employed to exclude the interferences of the inner boundaries, after which the detected ellipse gradually converges to the outer boundaries of the abdomen. Experimental results in clinical ultrasound images demonstrate the high agreement between our approach and manual approach on the measurement of abdominal circumference (mean sign difference is 0.42% and correlation coef cient is 0.9973), which indicates that the proposed approach can be used as a reliable and accurate tool for obstetrical care and diagnosis.
AB - Due to the characteristic artifacts of ultrasound images, e.g., speckle noise, shadows and intensity inhomogeneity, traditional intensity-based methods usually have limited success on the segmentation of fetal abdominal contour. This paper presents a novel approach to detect and measure the abdominal contour from fetal ultrasound images in two steps. First, a local phase-based measure called multiscale feature asymmetry (MSFA) is de ned from the monogenic signal to detect the boundaries of fetal abdomen. The MSFA measure is intensity invariant and provides an absolute measurement for the signi cance of features in the image. Second, in order to detect the ellipse that ts to the abdominal contour, the iterative randomized Hough transform is employed to exclude the interferences of the inner boundaries, after which the detected ellipse gradually converges to the outer boundaries of the abdomen. Experimental results in clinical ultrasound images demonstrate the high agreement between our approach and manual approach on the measurement of abdominal circumference (mean sign difference is 0.42% and correlation coef cient is 0.9973), which indicates that the proposed approach can be used as a reliable and accurate tool for obstetrical care and diagnosis.
KW - Ultrasound images
KW - fetal abdominal contour
KW - iterative randomized Hough transform
KW - multiscale feature asymmetry
UR - http://www.scopus.com/inward/record.url?scp=84891065204&partnerID=8YFLogxK
U2 - 10.3233/BME-130928
DO - 10.3233/BME-130928
M3 - Article
C2 - 24212021
AN - SCOPUS:84891065204
SN - 0959-2989
VL - 24
SP - 1261
EP - 1267
JO - Bio-Medical Materials and Engineering
JF - Bio-Medical Materials and Engineering
IS - 1
ER -