Title :
Active contours in optical flow fields for image sequence segmentation
Author :
Sorensen, Thomas Sangild ; Noe, Karsten Ostergaard ; Christoffersen, Christian P V ; Kristiansen, Martin ; Mouridsen, Kim ; Osterby, Ole ; Brix, Lau
Author_Institution :
Dept. Comput. Sci., Aarhus Univ., Aarhus, Denmark
Abstract :
Using variational calculus we develop an active contour model to segment an object across a number of image frames in the presence of an optical flow field. We define an energy functional that is locally minimized when the object is tracked across the entire image stack. Unlike classical snakes, image forces and regularization terms are integrated over the full set of images in the proposed model. This results in a new formulation of active contours. The method is demonstrated by segmenting the ascending aorta in a phase-contrast cine MRI dataset. Techniques to compute the required optical flow field and a “one-click” contour initialization step are suggested for this particular modality.
Keywords :
biomedical MRI; image segmentation; image sequences; medical image processing; variational techniques; active contour model; ascending aorta; image sequence segmentation; one-click contour initialization; optical flow field; phase-contrast cine MRI; regularization; variational calculus; Active contours; Biomedical imaging; Biomedical optical imaging; Calculus; Computer science; Image motion analysis; Image segmentation; Image sequences; Magnetic resonance imaging; Optical computing; Active contours; MRI; optical flow estimation; segmentation; variational calculus;
Conference_Titel :
Biomedical Imaging: From Nano to Macro, 2010 IEEE International Symposium on
Conference_Location :
Rotterdam
Print_ISBN :
978-1-4244-4125-9
Electronic_ISBN :
1945-7928
DOI :
10.1109/ISBI.2010.5490136