Publications [#264834] of Guillermo Sapiro

Papers Published

1. Black, MJ; Sapiro, G; Marimont, D; Heeger, D, Robust anisotropic diffusion: Connections between robust statistics, line processing, and anisotropic diffusion, edited by Romeny, BMTH; Florack, L; Koenderink, JJ; Viergever, MA, SCALE-SPACE THEORY IN COMPUTER VISION, vol. 1252 (1997), pp. 323-326, SPRINGER, ISBN 9783540631675 [html], [doi]
   (last updated on 2025/02/02)

   Abstract:
   Relations between anisotropic diffusion and robust statistics are described in this paper. We show that anisotropic diffusion can be seen as a robust estimation procedure that estimates a piecewise smooth image from a noisy input image. The "edge-stopping" function in the anisotropic diffusion equation is closely related to the error norm and influence function in the robust estimation framework. This connection leads to a new "edge-stopping" function based on Tukey's biweightrobust estimator, that preserves sharper boundaries than previous formulations and improves the automatic stopping of the diffusion. The robust statistical interpretation also provides a means for detecting the boundaries (edges) between the piecewise smooth regions in the image. Finally, connections between robust estimation and line processing provide a framework to introduce spatial coherence in anisotropic diffusion flows.