Title :
Segmentation with active contours: a comparative study of B-spline and level set techniques
Author :
Wassermann, Demian ; Mejail, Marta E. ; Gambini, Juliana ; Buemi, María E.
Author_Institution :
Departamento de Computacion, Buenos Aires Univ., Argentina
Abstract :
The active contours approach is an oft-used family of techniques in image analysis. This work presents a comparative study between two active contour approaches for image segmentation. The level sets method and deformable contours under B-spline representation are compared. These image segmentation methods have different features and are difficult to compare in terms of performance, accuracy and initialization conditions. Both are implemented and a way to calculate the approximation error is developed. As a conclusion of this work a theoretical comparison and a comparative characterization of the approximation error for each method are presented.
Keywords :
image representation; image segmentation; set theory; splines (mathematics); B-spline representation; active contours; approximation error; deformable contours; image analysis; image segmentation; level set techniques; Active contours; Application software; Approximation error; Curve fitting; Equations; Feature extraction; Image analysis; Image segmentation; Level set; Spline;
Conference_Titel :
Computer Graphics and Image Processing, 2004. Proceedings. 17th Brazilian Symposium on
Print_ISBN :
0-7695-2227-0
DOI :
10.1109/SIBGRA.2004.1352949