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Surface projection for mixed pixel restoration

机译:用于混合像素恢复的表面投影

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摘要

Amplitude modulated full-field range-imagers are measurement devices that determine the range to an object simultaneously for each pixel in the scene, but due to the nature of this operation, they commonly suffer from the significant problem of mixed pixels. Once mixed pixels are identified a common procedure is to remove them from the scene; this solution is not ideal as the captured point cloud may become damaged. This paper introduces an alternative approach, in which mixed pixels are projected onto the surface that they should belong. This is achieved by breaking the area around an identified mixed pixel into two classes. A parametric surface is then fitted to the class closest to the mixed pixel, with this mixed pixel then being project onto this surface. The restoration procedure was tested using twelve simulated scenes designed to determine its accuracy and robustness. For these simulated scenes, 93% of the mixed pixels were restored to the surface to which they belong. This mixed pixel restoration process is shown to be accurate and robust for both simulated and real world scenes, thus provides a reliable alternative to removing mixed pixels that can be easily adapted to any mixed pixel detection algorithm.
机译:调幅全场测距成像仪是一种测量设备,可针对场景中的每个像素同时确定到物体的距离,但是由于这种操作的性质,它们通常会遇到混合像素的严重问题。一旦识别出混合像素,通常的步骤是将其从场景中删除;该解决方案并不理想,因为捕获的点云可能会损坏。本文介绍了一种替代方法,其中将混合像素投影到它们应属于的表面上。这是通过将识别的混合像素周围的区域分为两类来实现的。然后将参数化曲面拟合到最接近混合像素的类别,然后将该混合像素投影到此曲面上。使用十二个模拟场景测试了恢复程序,这些场景旨在确定其准确性和鲁棒性。对于这些模拟场景,将93%的混合像素还原到它们所属的表面。该混合像素恢复过程显示出对于模拟场景和真实世界场景都是准确且健壮的,因此为删除混合像素提供了一种可靠的替代方法,该方法很容易适应任何混合像素检测算法。

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