Title :
Fundamental relationship between bilateral filtering, adaptive smoothing, and the nonlinear diffusion equation
Author_Institution :
Dept. of Chem. & the Courant Inst. of Math. Sci., New York Univ., NY, USA
fDate :
6/1/2002 12:00:00 AM
Abstract :
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 to be an inconsistent approximation to the nonlinear diffusion equation. We extend adaptive smoothing to make it consistent, thus enabling a unified viewpoint that relates nonlinear digital image filters and the nonlinear diffusion equation
Keywords :
adaptive signal processing; diffusion; digital filters; filtering theory; nonlinear equations; nonlinear filters; smoothing methods; spatial filters; adaptive smoothing; anisotropic diffusion; bilateral filtering; consistent approximation; denoising; nonlinear diffusion equation; nonlinear digital image filters; unified viewpoint; Adaptive filters; Anisotropic magnetoresistance; Convolution; Digital filters; Digital images; Filtering; Low pass filters; Noise reduction; Nonlinear equations; Smoothing methods;
Journal_Title :
Pattern Analysis and Machine Intelligence, IEEE Transactions on
DOI :
10.1109/TPAMI.2002.1008390