An integral solution to surface evolution PDEs via geo cuts Conference Paper


Author(s): Boykov, Yuri; Kolmogorov, Vladimir; Cremers, Daniel; Delong, Andrew
Title: An integral solution to surface evolution PDEs via geo cuts
Title Series: LNCS
Affiliation
Abstract: We introduce a new approach to modelling gradient flows of contours and surfaces. While standard variational methods (e.g. level sets) compute local interface motion in a differential fashion by estimating local contour velocity via energy derivatives, we propose to solve surface evolution PDEs by explicitly estimating integral motion of the whole surface. We formulate an optimization problem directly based on an integral characterization of gradient flow as an infinitesimal move of the (whole) surface giving the largest energy decrease among all moves of equal size. We show that this problem can be efficiently solved using recent advances in algorithms for global hypersurface optimization [4, 2, 11]. In particular, we employ the geo-cuts method [4] that uses ideas from integral geometry to represent continuous surfaces as cuts on discrete graphs. The resulting interface evolution algorithm is validated on some 2D and 3D examples similar to typical demonstrations of level-set methods. Our method can compute gradient flows of hypersurfaces with respect to a fairly general class of continuous functional and it is flexible with respect to distance metrics on the space of contours/surfaces. Preliminary tests for standard L2 distance metric demonstrate numerical stability, topological changes and an absence of any oscillatory motion.
Keywords: Algorithms; Integral equations; Computation theory; Contour measurement; Convergence of numerical methods; Problem solving
Conference Title: ECCV: European Conference on Computer Vision
Volume: 3953
Conference Dates: May 7-13, 2006
Conference Location: Graz, Austria
Publisher: Springer  
Location: Berlin, Heidelberg
Date Published: 2006-04-28
Start Page: 409
End Page: 422
DOI: 10.1007/11744078_32
Open access: no
IST Austria Authors
Related IST Austria Work