Danny Barash

Senior Academic

A fundamental relationship between bilateral filtering, adaptive smoothing, and the nonlinear diffusion equation

In this paper, the relationship between bilateral filtering and anisotropic diffusion is examined. The bilateral filtering approach represents a large class of nonlinear digital image filters. We first explore the connection between anisotropic diffusion and adaptive smoothing, and then the connection between adaptive smoothing and bilateral filtering. Previously, adaptive smoothing was considered an inconsistent approximation to the nonlinear diffusion equation. We extend adaptive smoothing to make it consistent, thus enabling a unified viewpoint that relates between nonlinear digital image filters and the nonlinear diffusion equation.

Publication language English
Pages 844-847
Journal IEEE Transactions on Pattern Analysis and Machine Intelligence
Volume 24
Issue number 6
Publication status Published - 01.06.2002

Keywords

Adaptive smoothing
Anisotropic diffusion
Bilateral filtering
Denoising

ASJC Scopus subject areas

Software
Computer Vision and Pattern Recognition
Computational Theory and Mathematics
Artificial Intelligence
Applied Mathematics
Access to Document
10.1109/TPAMI.2002.1008390
Other files and links
Link to publication in Scopus