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Joint Change Detection and Image Registration for Optical Remote Sensing Images

机译:光学遥感图像的联合变化检测和图像配准

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摘要

In this letter, a novel method is proposed for jointly unsupervised change detection and image registration over multi-temporal optical remote sensing images. An iterative energy minimization scheme is employed to extract the pixel opacity. Specifically, we extract the consistent points which provide the initial seed nodes and the feature nodes for random walker image segmentation and image registration, respectively. And the seed nodes will be updated according to the analysis of the changed and unchanged regions. Experimental results demonstrate that the proposed method can perform change detection as well as the state of the art methods. In particular, it can perform change detection rapidly and automatically over unregistered optical remote sensing images.
机译:在这封信中,提出了一种新颖的方法,用于在多时间光学遥感图像上进行联合无监督的变化检测和图像配准。迭代能量最小化方案用于提取像素不透明度。具体来说,我们提取一致点,分别为随机沃克图像分割和图像配准提供初始种子节点和特征节点。种子节点将根据对变化和不变区域的分析进行更新。实验结果表明,所提出的方法可以执行变化检测以及最先进的方法。特别是,它可以对未注册的光学遥感图像快速自动执行更改检测。

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