Title :
Energy functions for the segmentation of ultrasound volume data using active rays
Author :
Martín, M. ; Rodríguez, E. ; Tejada, D. ; Alberola, C. ; Ruiz, J.
Author_Institution :
E.T.S.I.T., Valladolid Univ., Spain
Abstract :
In this paper we address the problem of ultrasound volume data segmentation by means of active contours. The segmentation is performed on an slice-by-slice basis but exploiting the high correlation that exists across nearby slices. We have used active rays to alleviate the computational load of the optimization process. Classical energy functions have trouble finding the optimal solution in speckle imagery. We therefore propose new energy functions that work well under this type of images. Moreover, we propose both a probabilistic relaxation scheme and a heuristic search of the minimal energy configuration to end up making a hybrid use of both. We compare two rendered surfaces to illustrate the smoothness of our reconstruction
Keywords :
biomedical ultrasonics; image reconstruction; image segmentation; medical image processing; optimisation; rendering (computer graphics); search problems; speckle; ultrasonic imaging; active contours; active rays; energy functions; heuristic search; minimal energy configuration; optimization; probabilistic relaxation scheme; reconstruction; rendered surfaces; segmentation; slice-by-slice basis; speckle imagery; ultrasound volume data; Active contours; Image reconstruction; Image segmentation; Joining processes; Labeling; Probes; Rendering (computer graphics); Speckle; Surface reconstruction; Ultrasonic imaging;
Conference_Titel :
Acoustics, Speech, and Signal Processing, 2000. ICASSP '00. Proceedings. 2000 IEEE International Conference on
Conference_Location :
Istanbul
Print_ISBN :
0-7803-6293-4
DOI :
10.1109/ICASSP.2000.859293