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A new SAR image denoising algorithm of fusing Kuan filters and edge extraction

机译:融合Kuan滤波和边缘提取的SAR图像去噪新算法。

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摘要

Due to the advantage of all-weather, multi-angle data acquisition, Synthetic Aperture Radar has been widely applied in many areas. However, the speckle noise affects its application seriously. Therefore, suppressing speckle noise effectively is significant for its analysis and application. Against the shortcoming that the Kuan filter can't both suppress speckle effectively and maintain the edge details suitably, we propose a new algorithm, which fuses the Kuan filter and the edge extraction technology. In this algorithm, first we use the Kuan filter with 5×5 window to process the image, we can get the filtered image which suppress the speckle effectively, but the edge details and texture information loss seriously. Then we use the edge extraction technology to get the image's edge and texture information. At last the pixel values of the edge and texture area of the filtered image are replaced by the result of the edge extraction. Experimental result shows that the improved filtering method not only suppresses the speckle effectively, but also improves the capability of edge details and texture information maintaining. Compared with the traditional filters, the proposed improved filter is effective.
机译:由于全天候,多角度数据采集的优势,合成孔径雷达已在许多领域得到广泛应用。但是,斑点噪声会严重影响其应用。因此,有效地抑制斑点噪声对其分析和应用具有重要意义。针对Kuan滤波器既不能有效地抑制斑点,又不能适当地保持边缘细节的缺点,提出了一种新的算法,将Kuan滤波器与边缘提取技术融合在一起。在该算法中,首先使用5×5窗口的Kuan滤波器对图像进行处理,可以得到有效抑制斑点的滤波图像,但是边缘细节和纹理信息的损失严重。然后,我们使用边缘提取技术来获取图像的边缘和纹理信息。最后,边缘提取的结果替换了滤波图像的边缘和纹理区域的像素值。实验结果表明,改进的滤波方法不仅有效地抑制了斑点,而且提高了边缘细节和纹理信息保持的能力。与传统滤波器相比,提出的改进滤波器是有效的。

著录项

  • 来源
  • 会议地点 Nanjing(CN)
  • 作者单位

    China University of Mining and Technology, Key Laboratory for Land Environment and Disaster Monitoring of SBSM, Xuzhou, China 221116,China University of Mining and Technology, Jiangsu Key Laboratory of Resources and Environmental Information Engineering, Xuzhou, China 221116;

    China University of Mining and Technology, Key Laboratory for Land Environment and Disaster Monitoring of SBSM, Xuzhou, China 221116,China University of Mining and Technology, Jiangsu Key Laboratory of Resources and Environmental Information Engineering, Xuzhou, China 221116;

    China University of Mining and Technology, Key Laboratory for Land Environment and Disaster Monitoring of SBSM, Xuzhou, China 221116,China University of Mining and Technology, Jiangsu Key Laboratory of Resources and Environmental Information Engineering, Xuzhou, China 221116;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 雷达;
  • 关键词

    SAR; kuan filter; edge extraction; speckle noise;

    机译:SAR;宽过滤器边缘提取;斑点噪声;
  • 入库时间 2022-08-26 14:05:57

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