首页> 外文会议>International Symposium on Test and Measurement;ISTM/2005 >Local Gaussian Variance Controlled Anisotropic Diffusion Filter for Multispectral Remote Sensed Images
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Local Gaussian Variance Controlled Anisotropic Diffusion Filter for Multispectral Remote Sensed Images

机译:多光谱遥感图像的局部高斯方差控制各向异性扩散滤波器

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Image filtering plays a very important role in remote sensed image processing, especially in relation to further discrimination of ground objects, image segmentation and classification processing. Anisotropic diffusion has been employed as an effective tool for image filtering. While a great deal of effort has been dedicated to the behavioral analysis of this technique, many researchers have discussed its extension to multispectral images. However, these efforts still left some difficulties unsolved. In order to overcome these drawbacks, an anisotropic diffusion nonlinear filtering algorithm is presented. In a first step, a local Gaussian variance selection is developed. The construction of an automatic and convergent strategy based on the nonlinear time-dependent cooling technique is then built for the gradient threshold. Finally, we established a new version of multispectral anisotropic diffusion incorporated with the above two improvements by recurring to the relationship between robust statistics and anisotropic diffusion. Experimental results on two satellite images are shown that the proposed algorithm not only effectively removes the impulsive noise caused by sensors, but also preferably preserves important edges and image quality.
机译:图像过滤在遥感图像处理中起着非常重要的作用,尤其是在进一步识别地面物体,图像分割和分类处理方面。各向异性扩散已经被用作图像滤波的有效工具。尽管已经为该技术的行为分析付出了很多努力,但许多研究人员已经讨论了其扩展到多光谱图像的过程。但是,这些努力仍然存在一些未解决的困难。为了克服这些缺点,提出了一种各向异性扩散非线性滤波算法。第一步,开发局部高斯方差选择。然后,针对梯度阈值,构建了基于非线性时变冷却技术的自动收敛策略。最后,我们通过重复鲁棒统计和各向异性扩散之间的关系,建立了结合了以上两个改进的多光谱各向异性扩散的新版本。在两个卫星图像上的实验结果表明,该算法不仅可以有效地消除传感器引起的脉冲噪声,而且可以较好地保留重要的边缘和图像质量。

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