Multiscale gabor wavelet fusion for edge detection in microscopy images

被引:18
|
作者
Talukder, A [1 ]
Casasent, D [1 ]
机构
[1] Carnegie Mellon Univ, Dept Elect & Comp Engn, Lab Opt Data Proc, Pittsburgh, PA 15213 USA
来源
WAVELET APPLICATIONS V | 1998年 / 3391卷
关键词
algorithm (edge) fusion; Gabor wavelets; line detection; microscopy; microstructural analysis; morphology; modified hit and miss algorithm; multi-scale edge enhancement; skeletonization;
D O I
10.1117/12.304884
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
A new algorithm fusion approach using wavelet filters is used to detect edges with low contrast in the presence of noise. Gabor wavelet edge filters are used at two scales and these are combined using algorithm fusion to locate edges of various sizes (scales) under varying contrast and noise conditions. This novel algorithm fusion approach is tested on different microscopy images of several materials and shown to be robust to these changing imaging conditions. A teal-time skeletonization approach is also discussed that applies a new and efficient hit and miss transform (HMT) to produce lines of one pixel width.
引用
收藏
页码:336 / 347
页数:12
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