Parametric contour estimation by simulated annealing

نویسندگان

  • Michael Jamieson
  • Paul W. Fieguth
  • Leo J. Lee
چکیده

Virtually all implementations of simulated annealing are simplified by assuming discrete unknowns, however continuous-parameter annealing has many potential applications to image processing. Widely-scattered problems such as formant tracking, boundary estimation and phaseunwrapping can all be approached as the annealed minimizations of continuous B-spline parameters. The benefits of simulated annealing are well-known, including an insensitivity to initial conditions and the ability to solve problems with many local minima. Discretevariable annealing has seen broad application, however continuous-variable annealing is limited by the computational challenge of Gibbs sampling. In this paper we develop efficient approaches to sampling, illustrated in the context of contour tracking in noisy images.

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تاریخ انتشار 2003