DocumentCode :
1050343
Title :
Automatic initial estimation of the left ventricular myocardial midwall in emission tomograms using Kohonen maps
Author :
Manhaeghe, Carlos ; Lemahieu, I. ; Vogelaers, D. ; Colardyn, Francis
Author_Institution :
Dept. of Electron. & Inf. Syst., Ghent Univ., Belgium
Volume :
16
Issue :
3
fYear :
1994
fDate :
3/1/1994 12:00:00 AM
Firstpage :
259
Lastpage :
266
Abstract :
A new method to make an automatic initial estimation of the position of the middle of the left ventricular (LV) myocardial wall (LV myocardial midwall) in emission tomograms is presented. This method eliminates the manual interaction still required by other, more accurate LV delineation algorithms, and which consists of indicating the LV long axis and/or the LV extremities. A well-known algorithm from the world of neural networks, Kohonen´s self-organizing maps, was adapted to use general shapes and to behave well for data with large background noise
Keywords :
cardiology; computerised tomography; medical image processing; muscle; radioisotope scanning and imaging; self-organising feature maps; Kohonen maps; Kohonen´s self-organizing maps; automatic initial estimation; emission tomograms; left ventricular myocardial midwall; neural networks; Background noise; Cost function; Ellipsoids; Extremities; Heart; Myocardium; Neural networks; Self organizing feature maps; Shape; Tomography;
fLanguage :
English
Journal_Title :
Pattern Analysis and Machine Intelligence, IEEE Transactions on
Publisher :
ieee
ISSN :
0162-8828
Type :
jour
DOI :
10.1109/34.276125
Filename :
276125
Link To Document :
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