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首页> 外文期刊>IEEE Geoscience and Remote Sensing Letters >Graph Signal Processing-Based Imaging for Synthetic Aperture Radar
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Graph Signal Processing-Based Imaging for Synthetic Aperture Radar

机译:基于曲线图的合成孔径雷达的成像

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摘要

In this letter, we propose graph signal processing-based imaging for synthetic aperture radar (SAR). Our method provides improved denoising and resolution enhancing capabilities, along with a reduction in computational complexity, by exploiting the concept of extended neighborhood in SAR images. We present a modified version of a fused least absolute shrinkage and selection operator (LASSO) to cater for graph structure of the SAR image. It can also accommodate the compressed sensing framework. We solve the optimization problem via the alternating direction method of multipliers. Experimental results on a backhoe target corroborate the validity of our proposed method.
机译:在这封信中,我们提出了基于曲线信号处理的合成孔径雷达(SAR)的成像。我们的方法通过利用SAR图像中的扩展邻域的概念,提供改进的去噪和分辨率增强能力,随着计算复杂性的降低。我们介绍了融合的最小绝对收缩和选择操作员(套索)的修改版本,以满足SAR图像的图形结构。它还可以容纳压缩传感框架。我们通过乘法器的交替方向方法解决优化问题。反向鞋目标的实验结果证实了我们提出的方法的有效性。

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