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Automatic Co-Registration of Optical Satellite Images and Airborne Lidar Data Using Relative and Absolute Orientations

机译:使用相对和绝对方向自动共同注册光学卫星图像和机载激光雷达数据

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摘要

Co-registration of 2-D images and 3-D lidar points in a common area is an important task in data fusion as well as other applications. As the information acquired by image and lidar systems are not the same, the registration of heterogeneous sensors is a challenging issue. The objective of this study is to perform the co-registration of 2-D images and 3-D lidar points using relative and absolute orientations. The proposed method performs image matching between stereo images for relative orientation modeling and generates a matched 3-D surface model. Then, an automatic least squares 3-D surface matching is applied between matched 3-D surface model and lidar 3-D points. Finally, the precise object-to-image transformation and orthoimages can be generated via relative and absolute transformation. The test data include WorldView-2 image, QuickBird image and lidar data. The experimental results indicate that the relative orientation may reach subpixel accuracy while the absolute orientation may reach 1 pixel accuracy. Moreover, the geometric consistency between orthoimages is better than 0.5 m on the ground.
机译:在公共区域中2D图像和3D激光雷达点的共配准是数据融合以及其他应用中的重要任务。由于图像和激光雷达系统获取的信息不相同,因此异类传感器的配准是一个具有挑战性的问题。这项研究的目的是使用相对和绝对方向执行2-D图像和3-D激光雷达点的共配准。所提出的方法在立体图像之间执行图像匹配以进行相对方向建模,并生成匹配的3-D表面模型。然后,在匹配的3-D表面模型和激光雷达3-D点之间应用自动最小二乘3-D表面匹配。最后,可以通过相对和绝对转换生成精确的对象到图像的转换和正像。测试数据包括WorldView-2图像,QuickBird图像和激光雷达数据。实验结果表明,相对方向可以达到亚像素精度,而绝对方向可以达到1像素精度。此外,在地面上正射影像之间的几何一致性优于0.5 m。

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