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A ROBUST MATCHING METHOD FOR REMOTE SENSING IMAGES OF DIFFERENT VIEWPOINT ANGLES BASED ON REGIONAL COHERENCY

机译:基于区域相干性的不同视点角度遥感图像鲁棒匹配方法

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One of the main challenges confronting high-resolution remote sensing image matching is how to address the issue of geometric deformation between images, especially when the images are obtained from different viewpoints. In this paper, a robust matching method for remote sensing images of different viewpoint angles based on regional coherency is proposed. The literature on the geometric transform analysis reveals that if transformation between different pixel pairs is different, they can't be expressed by a uniform affine transform. While for the same real scene, if the instantaneous field of view or the target depth changes is small, transformation between pixels in the whole image can be approximated by an affine transform. On the basis of this analysis, a region coherency remote sensing image matching method is proposed. In the proposed method, the simplified mapping from image view change to scale change and rotation change has been derived. Through this processing, the matching between view change images can be converted into the matching between rotation and scale changed images. In the method, firstly local image regions are detected and view changes between these local regions are mapped to rotation and scale change by performing local region simulation. And then, point feature detection and matching are implemented in the simulated image regions. Finally, two groups of oblique photogrammetric images and a group of Unmanned Aerial Vehicle images are adopted to verify the performance of proposed matching method respectively, and a comparative analysis with other methods demonstrates the effectiveness of the proposed method.
机译:高分辨率遥感图像匹配面临的主要挑战之一是如何解决图像之间的几何变形问题,尤其是当从不同的角度获取图像时。提出了一种基于区域相干性的鲁棒匹配方法。有关几何变换分析的文献表明,如果不同像素对之间的变换不同,则不能用统一的仿射变换来表示它们。对于同一真实场景,如果瞬时视野或目标深度变化较小,则可以通过仿射变换来近似整个图像中像素之间的变换。在此基础上,提出了一种区域相干遥感图像匹配方法。在所提出的方法中,已经得出了从图像视图变化到比例变化和旋转变化的简化映射。通过该处理,可以将视点改变图像之间的匹配转换为旋转图像和比例改变图像之间的匹配。在该方法中,首先通过执行局部区域仿真来检测局部图像区域,并且将这些局部区域之间的视图变化映射为旋转和比例变化。然后,在模拟图像区域中实现点特征检测和匹配。最后,分别采用两组倾斜摄影测量图像和一组无人飞行器图像来验证所提出的匹配方法的性能,并与其他方法进行对比分析证明了所提出方法的有效性。

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