Title :
Decoupled external forces in a predictor-corrector segmentation scheme for LV contours in Tagged MR images
Author :
Garcia-Barnes, Jaume ; Andaluz, Albert ; Carreras, Francesc ; Gil, Debora
Author_Institution :
Dept. of Comput. Sci., Univ. Autonoma de Barcelona, Barcelona, Spain
fDate :
Aug. 31 2010-Sept. 4 2010
Abstract :
Computation of functional regional scores requires proper identification of LV contours. On one hand, manual segmentation is robust, but it is time consuming and requires high expertise. On the other hand, the tag pattern in TMR sequences is a problem for automatic segmentation of LV boundaries. We propose a segmentation method based on a predictor-corrector (Active Contours - Shape Models) scheme. Special stress is put in the definition of the AC external forces. First, we introduce a semantic description of the LV that discriminates myocardial tissue by using texture and motion descriptors. Second, in order to ensure convergence regardless of the initial contour, the external energy is decoupled according to the orientation of the edges in the image potential. We have validated the model in terms of error in segmented contours and accuracy of regional clinical scores.
Keywords :
biomedical MRI; cardiology; convergence of numerical methods; edge detection; image motion analysis; image segmentation; image texture; medical image processing; predictor-corrector methods; LV boundaries; active contour; automatic segmentation; decoupled external forces; edge orientation; external energy; image potential; motion descriptors; myocardial tissue; predictor-corrector segmentation scheme; shape models; tagged MRI; texture descriptors; Accuracy; Computational modeling; Image segmentation; Motion segmentation; Myocardium; Shape; Tunneling magnetoresistance; Algorithms; Heart Ventricles; Humans; Image Enhancement; Image Interpretation, Computer-Assisted; Magnetic Resonance Imaging, Cine; Pattern Recognition, Automated; Reproducibility of Results; Sensitivity and Specificity; Ventricular Dysfunction, Left;
Conference_Titel :
Engineering in Medicine and Biology Society (EMBC), 2010 Annual International Conference of the IEEE
Conference_Location :
Buenos Aires
Print_ISBN :
978-1-4244-4123-5
DOI :
10.1109/IEMBS.2010.5628029