Removal of impulse noise from highly corrupted images by using noise position information and directional information of image

被引:4
|
作者
Taguchi, A [1 ]
Matsumoto, T [1 ]
机构
[1] Musashi Inst Technol, Tokyo 158, Japan
关键词
impulse noise; image restoration; impulse detection; weighted average filter;
D O I
10.1117/12.424974
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, a new progressive switching type filter is proposed in order to restore images corrupted by salt-pepper impulse noise. The algorithm consists of two main processes: 1) noise detection - an impulse detection algorithm is used before filtering, a noise position image is obtained and 2) noise filtering - disturbed pixels are only filtered by using the noise position image. In this paper, we study the second process (i.e., noise filtering). In the past, the median filter is used for the second process. In this paper, we introduce a weighted average (WA) filter into second process. Using the directional property of input images derives the weights of the WA filter. Therefore, better restoration results are expected. Simulation results demonstrate that the proposed method is superior to the conventional filters which is used the median filter in the second process.
引用
收藏
页码:188 / 196
页数:9
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