S. Kichenassamy et al., CONFORMAL CURVATURE FLOWS - FROM PHASE-TRANSITIONS TO ACTIVE VISION, Archive for Rational Mechanics and Analysis, 134(3), 1996, pp. 275-301
In this paper, we analyze geometric active contour models from a curve
evolution point of view and propose some modifications based on gradi
ent flows relative to certain new feature-based Riemannian metrics. Th
is leads to a novel edge-detection paradigm in which the feature of in
terest may be considered to lie at the bottom of a potential well. Thu
s an edge-seeking curve is attracted very naturally and efficiently to
the desired feature. Comparison with the Allen-Cahn model clarifies s
ome of the choices made in these models, and suggests inhomogeneous mo
dels which may in return be useful in phase transitions. We also consi
der some 3-dimensional active surface models based on these ideas. The
justification of this model rests on the careful study of the viscosi
ty solutions of evolution equations derived from a level-set approach.