@article{1073.68095, author="Hinterm\"uller, Michael and Ring, Wolfgang", title="{A second order shape optimization approach for image segmentation.}", language="English", journal="SIAM J. Appl. Math. ", volume="64", number="2", pages="442-467", year="2003", doi={10.1137/S0036139902403901}, abstract="{Summary: The problem of segmentation of a given image using the active contour technique is considered. An abstract calculus to find appropriate speed functions for active contour models in image segmentation or related problems based on variational principles is presented. The speed method from shape sensitivity analysis is used to derive speed functions which correspond to gradient or Newton-type directions for the underlying optimization problem. The Newton-type speed function is found by solving an elliptic problem on the current active contour in every time step. Numerical experiments comparing the classical gradient method with Newton's method are presented.}", keywords="{segmentation; active contours; level set method; shape sensitivity analysis; Newton's method}", classmath="{*68U10 (Image processing) 49Q10 (Optimization of the shape other than minimal surfaces) 49Q12 (Sensitivity analysis) 65K05 (Mathematical programming (numerical methods)) }", }