Title :
Apical four-chamber echocardiography segmentation using Marker-controlled Watershed segmentation
Author :
Nakphu, Nonthaporn ; Dewi, Dyah Ekashanti Octorina ; Rizqie, Muhammad Qurhanul ; Supriyanto, Eko ; Faudzi, Mohd ; Kho, Dolwin Ching Ching ; Kadiman, Suhaini ; Rittipravat, Panrasee
Author_Institution :
Dept. of Biomed. Eng., Mahidol Univ., Nakorn Pathom, Thailand
Abstract :
Echocardiography provides information about size, shape, and function of heart to create the image. Apical four-chamber echocardiography can be obtained by placing the ultrasound probe at the apex of the left ventricle. Such view enables to analyze heart abnormalities. In this regard, chamber quantification is recommended to evaluate the heart volume by defining the endocardial border of the chambers. Image segmentation that subdivides an image into different regions may be suitable to analyze the chambers. In this study, we propose a Marker-controlled Watershed segmentation method. It involves Watershed Transform, internal and external markers, and morphological processing. The advantage is that it can control over-segmentation due to noise and other local irregularities. We tested the proposed method on an apical four-chamber echocardiography image and a model image. We also compared the segmentation result with an Active Contour-based segmentation method. The results show that the Watershed Transform performs better than Active Contour.
Keywords :
echocardiography; image segmentation; medical image processing; active contour-based segmentation method; apical four-chamber echocardiography image; apical four-chamber echocardiography segmentation; chamber endocardial border; chamber quantification; heart abnormality; heart volume; image segmentation; marker-controlled watershed segmentation method; model image; morphological processing; ultrasound probe; watershed transform; Echocardiography; Educational institutions; Heart; Image segmentation; Mathematical model; Noise; Shape;
Conference_Titel :
Biomedical Engineering and Sciences (IECBES), 2014 IEEE Conference on
DOI :
10.1109/IECBES.2014.7047583