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Image restoration by combining local genetic algorithm with adaptive pre-conditioning | |
Jiang, TZ; Evans, DJ | |
发表期刊 | INTERNATIONAL JOURNAL OF COMPUTER MATHEMATICS |
2001 | |
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 |
推荐引用方式 GB/T 7714 | 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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