Techniques for image enhancement and segmentation of tomographic images of porous materials

被引:310
作者
Sheppard, AP [1 ]
Sok, RM [1 ]
Averdunk, H [1 ]
机构
[1] Australian Natl Univ, Res Sch Phys Sci & Engn, Dept Appl Math, Canberra, ACT 0200, Australia
关键词
image segmentation; watersheds; active contours; fast marching; nonlinear anisotropic diffusion; unsharp mask filter;
D O I
10.1016/j.physa.2004.03.057
中图分类号
O4 [物理学];
学科分类号
0702 [物理学];
摘要
This article presents a three-stage approach, combining novel and traditional algorithms, for the segmentation of images of porous and composite materials obtained from X-ray tomography. The first stage is an anisotropic diffusion filter which removes noise while preserving significant features. The second stage applies the unsharp mask sharpening filter which enhances edges and partially reverses the smoothing that is often a consequence of tomographic reconstruction. The final stage uses a combination of watershed and active contour methods for segmentation of the grey-scale data. For the data sets we have analysed, this approach gives the highest quality results. In addition, it has been implemented on cluster-type parallel computers and applied to cubic images comprising up to 2000(3) voxels. (C) 2004 Published by Elsevier B.V.
引用
收藏
页码:145 / 151
页数:7
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