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Texture-preserving despeckling of sar images using evidence framework
Li, Heng-Chao; Hong, Wen; Wu, Yi-Rong; Tai, Heng-Ming
刊名Ieee geoscience and remote sensing letters
2007-10-01
卷号4期号:4页码:537-541
关键词Evidence framework Gaussian markov random field (gmrf) Speckle reduction Synthetic aperture radar (sar)
ISSN号1545-598X
DOI10.1109/lgrs.2007.900743
通讯作者Li, heng-chao()
英文摘要In this letter, a texture-preserving despeckling algorithm for synthetic aperture radar images using an evidence framework is proposed. the salient aspects of this approach are given as follows. 1) the maximum a posteriori estimate can be guaranteed to converge to the optima by selecting the gaussian distribution and gaussian markov random field model as the likelihood function and prior model, respectively. 2) mackay's evidence framework can automatically sustain the balance between speckle reduction and texture preservation. 3) we use the jeffreys prior to perform the second-level inference of the evidence framework. experimental results are given to demonstrate the validity of the proposed despeckling method.
WOS关键词LOCAL STATISTICS ; SPECKLE ; NOISE ; MODEL
WOS研究方向Geochemistry & Geophysics ; Engineering ; Remote Sensing ; Imaging Science & Photographic Technology
WOS类目Geochemistry & Geophysics ; Engineering, Electrical & Electronic ; Remote Sensing ; Imaging Science & Photographic Technology
语种英语
出版者IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
WOS记录号WOS:000250389900008
内容类型期刊论文
URI标识http://www.corc.org.cn/handle/1471x/2380527
专题中国科学院大学
通讯作者Li, Heng-Chao
作者单位1.Chinese Acad Sci, Inst Elect, Natl Key Lab Microwave Imaging Technol, Beijing 100080, Peoples R China
2.Chinese Acad Sci, Grad Sch, Beijing 100080, Peoples R China
3.Univ Tulsa, Dept Elect Engn, Tulsa, OK 74104 USA
推荐引用方式
GB/T 7714
Li, Heng-Chao,Hong, Wen,Wu, Yi-Rong,et al. Texture-preserving despeckling of sar images using evidence framework[J]. Ieee geoscience and remote sensing letters,2007,4(4):537-541.
APA Li, Heng-Chao,Hong, Wen,Wu, Yi-Rong,&Tai, Heng-Ming.(2007).Texture-preserving despeckling of sar images using evidence framework.Ieee geoscience and remote sensing letters,4(4),537-541.
MLA Li, Heng-Chao,et al."Texture-preserving despeckling of sar images using evidence framework".Ieee geoscience and remote sensing letters 4.4(2007):537-541.
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