An edge preserving noise smoothing technique using multiscale morphology

被引:74
作者
Mukhopadhyay, S [1 ]
Chanda, B [1 ]
机构
[1] Indian Stat Inst, Elect & Commun Sci Unit, Kolkata 700035, W Bengal, India
关键词
mathematical morphology; multiscale morphology; morphological towers; noise smoothing;
D O I
10.1016/S0165-1684(01)00143-8
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
This paper presents a method for improving the quality of gray-level images by reducing the effect of noise using multiscale morphology, The underlying concept of the work is to assign progressively less importance to features of smaller scales as their possibilities of being noise particles are more. Features at various scales are extracted by means of morphological filtering. The proposed scheme is first illustrated in one dimension. Morphological towers are built to implement the method in two dimensions. The proposed algorithm has been tested on a set of real images corrupted with different types of noise. The results are compared with those of other standard noise removal algorithms based on some standard performance measures. A modification of the method considering noise statistics along with its results are also presented in this paper. (C) 2002 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:527 / 544
页数:18
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