Application of Poisson image denoising by ICA to penumbral imaging

被引:0
作者
Han, Xian-Hua [1 ,2 ]
Li, Han [1 ]
Dai, ShuiYan [1 ]
Chen, Yen-Wei [2 ]
机构
[1] Cent South Univ Forestry & Technol, Elect & Informat Engn Sch, Changsha 410004, Hunan, Peoples R China
[2] Ritsumeikan Univ, Coll Informat Sci & Engn, Kyoto 5258577, Japan
来源
FOURTH INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY, VOL 4, PROCEEDINGS | 2007年
关键词
D O I
10.1109/FSKD.2007.180
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper proposes a new method based on independent component analysis (ICA) for Poisson noise reduction. In the proposed method, the image is first transformed to ICA domain and then the noise components are removed by a soft thresholding (Shrinkage). The proposed method, which is used as a preprocessing of the reconstruction, has been successfully applied to penumbral imaging. Both simulation results and experimental results show that the reconstructed image is dramatically improved in comparison to that without the noise-removing filters.
引用
收藏
页码:735 / +
页数:2
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