Title :
Automated detection of left ventricular borders from intracardiac ultrasound images
Author :
Liang, W. ; DeJong, S.C. ; McKay, C.R. ; Sonka, M.
Author_Institution :
Iowa Univ., Iowa City, IA, USA
Abstract :
An automated method for segmentation of epicardial and endocardial borders from intracardiac ultrasound (ICUS) images is reported. Optimal borders are detected within a single interactively defined elliptical region of interest using graph searching. A priori knowledge about the ultrasound echo responses arising from the myocardial borders as well as information about heart wall morphology is incorporated in the authors´ graph search. The detected epicardial borders serve as the shape model during the detection of the endocardial borders. The method was applied to 26 ICUS images acquired in vivo in 2 dogs. The heart wall borders were successfully detected in all images. Good correlation was obtained between computer-detected and observer-defined left ventricular (LV) cavity areas and LV areas (r=0.99, y=0.98x+0.02; r=0.99, y=0.97x+0.86; respectively). Epicardial and endocardial borders were correctly positioned with a root-mean-square border positioning error of 0.96/spl plusmn/0.28 mm. The authors´ results demonstrate the feasibility of automated border detection in ICUS images.
Keywords :
acoustic tomography; biomedical ultrasonics; cardiology; edge detection; image segmentation; medical image processing; a priori knowledge; automated detection; dogs; endocardial borders; epicardial borders; graph searching; heart borders segmentation; heart wall morphology; interactively defined elliptical region of interest; intracardiac ultrasound images; left ventricular borders; medical diagnostic imaging; myocardial borders; tomographic images; ultrasound echo responses; Computer errors; Dogs; Error correction; Heart; Image segmentation; In vivo; Morphology; Myocardium; Shape; Ultrasonic imaging;
Conference_Titel :
Computers in Cardiology, 1996
Conference_Location :
Indianapolis, IN, USA
Print_ISBN :
0-7803-3710-7
DOI :
10.1109/CIC.1996.542524