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基于分形理论的SAR图像分割
引用本文:薛笑荣,张艳宁,赵荣椿.基于分形理论的SAR图像分割[J].计算机工程与应用,2003,39(24):27-29.
作者姓名:薛笑荣  张艳宁  赵荣椿
作者单位:西北工业大学计算机科学与工程系,西安,710072
基金项目:国家自然科学基金资助(编号:60141002),航空基金资助(编号:00F53050),南昌航空工业学院测控中心开发实验室基金资助
摘    要:SAR(合成孔径雷达)图像包含有相干斑噪声,传统方法不能很好对其进行分割,文章将SAR图像的特点和分形理论相结合,提出了一种新的SAR图像分割方法。该方法首先对原始SAR图像每个像元为中心取两种不同窗口,计算在该两种窗口下基于区域自选的分形维数并求均值,将其作为分形纹理特征。然后根据SAR图像噪声在小波域中的分布特点对SAR图像进行滤波,最后以SAR图像分形纹理特征和滤波后的灰度组成特征向量对SAR图像进行分割。实验结果分析表明,该方法是一种有效的SAR图像分割方法。

关 键 词:SAR图像  小波滤波  分形理论  图像分割
文章编号:1002-8331-(2003)24-0027-03
修稿时间:2003年6月1日

A New Method of SAR Image Segmentation Based on the Fractal Theory
Xue Xiaorong Zhang Yanning Zhao Rongchun.A New Method of SAR Image Segmentation Based on the Fractal Theory[J].Computer Engineering and Applications,2003,39(24):27-29.
Authors:Xue Xiaorong Zhang Yanning Zhao Rongchun
Abstract:For speckle consisted in SAR image,good segmentation result can't be gotten with traditional methods.In the paper,a new method of SAR Image segmentation is proposed with the combination of the features of SAR image and fractal theory.In the method,firstly,with two different kinds of windows around each image pixel,the fractal dimensions are distilled based on the adaptively region choosing method,then the average value of the two fractal dimensions is given to the image pixel as the fractal texture feature.Second,SAR image is filtered according to the features of its dis-tribution in the wavelet field,at last,SAR image is segmented according to the vector composed of the fractal texture features and gray level of filtered SAR image.The experiment results show that the new method is efficient in SAR im-age segmentation.
Keywords:SAR image  Wavelet filter  Fractal theory  Image segmentation  
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