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Image restoration by combining local genetic algorithm with adaptive pre-conditioning
Jiang, TZ; Evans, DJ
2001
发表期刊INTERNATIONAL JOURNAL OF COMPUTER MATHEMATICS
卷号76期号:3页码:279-295
文章类型Article
摘要Image restoration is an essential preprocessing step for many image analysis applications. For this issue, the most common problem is that some interesting structures in the image will be removed from the concerned image during noise suppression. Such interesting structures in an image often correspond to the discontinuities in the image. In this paper, we propose a novel efficient method for image restoration. The central idea in this method is to combine the hybrid genetic algorithm with adaptive pre-conditioning. The remarkable advantage of our approach over the existing works in this field is that restoring corrupted images and preserving the shape transitions in the restored results have been orchestrated very well. Experiments illustrate that our method is much more effective and powerful in the noise reduction than the Wiener and median filtering techniques, two typical and widely used techniques.
关键词Image Restoration Adaptive Pre-conditioning Genetic Algorithm Wiener And Median Filter
WOS标题词Science & Technology ; Physical Sciences
关键词[WOS]CONSTRAINED RESTORATION ; DISCONTINUITIES ; RECOVERY ; SEGMENTATION
收录类别SCI
语种英语
WOS研究方向Mathematics
WOS类目Mathematics, Applied
WOS记录号WOS:000166178500001
引用统计
文献类型期刊论文
条目标识符http://ir.ia.ac.cn/handle/173211/9840
专题09年以前成果
作者单位1.Max Planck Inst Cognit Neurosci, D-04103 Leipzig, Germany
2.Chinese Acad Sci, Inst Automat, Natl Lab Pattern Recognit, Beijing 100080, Peoples R China
3.Nottingham Trent Univ, Dept Comp, Nottingham NG1 4BU, England
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Jiang, TZ,Evans, DJ. Image restoration by combining local genetic algorithm with adaptive pre-conditioning[J]. INTERNATIONAL JOURNAL OF COMPUTER MATHEMATICS,2001,76(3):279-295.
APA Jiang, TZ,&Evans, DJ.(2001).Image restoration by combining local genetic algorithm with adaptive pre-conditioning.INTERNATIONAL JOURNAL OF COMPUTER MATHEMATICS,76(3),279-295.
MLA Jiang, TZ,et al."Image restoration by combining local genetic algorithm with adaptive pre-conditioning".INTERNATIONAL JOURNAL OF COMPUTER MATHEMATICS 76.3(2001):279-295.
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