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DS证据理论在SAR图像边缘检测中的应用 被引量:8

Application of DS Evidence Theory in SAR Image Edge Detection
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摘要 提出了一种新的基于DS证据理论的SAR图像多尺度边缘检测方法。该方法利用DS证据理论融合多级尺度ROA算子输出响应,在融合过程中引入检测不确定性。并通过分析ROA算子检测门限与虚警率的关系设计基本可信度分配函数(BPAF),使得检测不确定性在门限处达到最大值。实验通过检测结果比较以及列表分析,表明本文算法能够有效降低边缘检测不确定性。 To solve the problem that usual edge detectors are inefficient when applied to SAR image because of the multiplicative speckle noise, a novel SAR image multiscale edge detection method based on DS evidence theory is proposed. This method uses DS evidence theory to fuse multiscale ROA operator responses. And detection uncertainty is introduced in fusion procession. Basic probability assignment function (BPAF) is designed based on the relationship between the probability of false alarm and detection threshold, which detection uncertainty reaches maximum value at the detection threshold. It is shown by detection results and diagrams that uncertainty of edge detection is reduced effectively.
出处 《武汉大学学报(信息科学版)》 EI CSCD 北大核心 2008年第1期105-108,共4页 Geomatics and Information Science of Wuhan University
基金 国家自然科学基金资助项目(50505045)
关键词 SAR图像 边缘检测 DS证据理论 数据融合 SAR image edge detection DS evidence theory data fusion
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参考文献11

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二级参考文献2

  • 1章毓晋.图像分割[M].北京:科学出版社,2001.34.
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