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Band registration of tuneable frame format hyperspectral UAV imagers in complex scenes

机译:复杂场景中可调谐帧格式高光谱无人机成像仪的波段配准

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A recent revolution in miniaturised sensor technology has provided markets with novel hyperspectral imagers operating in the frame format principle. In the case of unmanned aerial vehicle (UAV) based remote sensing, the frame format technology is highly attractive in comparison to the commonly utilised pushbroom scanning technology, because it offers better stability and the possibility to capture stereoscopic data sets, bringing an opportunity for 3D hyperspectral object reconstruction. Tuneable filters are one of the approaches for capturing multi- or hyperspectral frame images. The individual bands are not aligned when operating a sensor based on tuneable filters from a mobile platform, such as UAV, because the full spectrum recording is carried out in the time-sequential principle. The objective of this investigation was to study the aspects of band registration of an imager based on tuneable filters and to develop a rigorous and efficient approach for band registration in complex 3D scenes, such as forests. The method first determines the orientations of selected reference bands and reconstructs the 3D scene using structure-from-motion and dense image matching technologies. The bands, without orientation, are then matched to the oriented bands accounting the 3D scene to provide exterior orientations, and afterwards, hyperspectral orthomosaics, or hyperspectral point clouds, are calculated. The uncertainty aspects of the novel approach were studied. An empirical assessment was carried out in a forested environment using hyperspectral images captured with a hyperspectral 2D frame format camera, based on a tuneable Fabry-Perot interferometer (FPI) on board a multicopter and supported by a high spatial resolution consumer colour camera. A theoretical assessment showed that the method was capable of providing band registration accuracy better than 0.5-pixel size. The empirical assessment proved the performance and showed that, with the novel method, most parts of the band misalignments were less than the pixel size. Furthermore, it was shown that the performance of the band alignment was dependent on the spatial distance from the reference band. (C) 2017 The Authors. Published by Elsevier B.V. on behalf of International Society for Photogrammetry and Remote Sensing, Inc. (ISPRS).
机译:小型化传感器技术的最新革命为市场提供了以帧格式原理工作的新型高光谱成像仪。在基于无人机(UAV)的遥感中,帧格式技术与常用的推扫扫描技术相比具有很高的吸引力,因为它提供了更好的稳定性和捕获立体数据集的可能性,从而为3D带来了机遇高光谱物体重建。可调谐滤波器是捕获多光谱或高光谱帧图像的方法之一。当基于来自移动平台(如UAV)的可调谐滤波器操作传感器时,各个频段未对齐,因为全光谱记录是按时间顺序原理进行的。这项调查的目的是研究基于可调谐滤镜的成像仪波段注册的各个方面,并开发出一种严格而有效的方法来注册复杂3D场景(例如森林)中的波段。该方法首先确定所选参考波段的方向,并使用“从运动结构”和“密集图像匹配”技术重建3D场景。然后,将没有方向的波段与说明3D场景的方向的波段进行匹配以提供外部方向,然后计算高光谱正马赛克或高光谱点云。研究了新方法的不确定性方面。在森林环境中使用多光谱2D帧格式相机捕获的高光谱图像进行了实证评估,该图像基于多旋翼飞机上的可调Fabry-Perot干涉仪(FPI),并由高空间分辨率消费者彩色相机支持。理论评估表明,该方法能够提供优于0.5像素大小的波段配准精度。经验评估证明了该性能,并表明,使用该新方法,带的大部分未对准都小于像素大小。此外,已经表明,带对准的性能取决于距参考带的空间距离。 (C)2017作者。由Elsevier B.V.代表国际摄影测量与遥感学会(ISPRS)发布。

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