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 |
DOI | 10.1109/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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