Edge Aware Anisotropic Diffusion for 3D Scalar Data

被引:13
作者
Hossain, Zahid [1 ]
Moeller, Torsten [1 ]
机构
[1] Simon Fraser Univ, Sch Comp Sci, GrUVi Lab, Burnaby, BC V5A 1S6, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
Anisotropic diffusion; PDE; De-noising; Scale-Space; Principal Curvatures; SPACE;
D O I
10.1109/TVCG.2010.147
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
In this paper we present a novel anisotropic diffusion model targeted for 3D scalar field data. Our model preserves material boundaries as well as fine tubular structures while noise is smoothed out. One of the major novelties is the use of the directional second derivative to define material boundaries instead of the gradient magnitude for thresholding. This results in a diffusion model that has much lower sensitivity to the diffusion parameter and smoothes material boundaries consistently compared to gradient magnitude based techniques. We empirically analyze the stability and convergence of the proposed diffusion and demonstrate its de-noising capabilities for both analytic and real data. We also discuss applications in the context of volume rendering.
引用
收藏
页码:1376 / 1385
页数:10
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