Multi-target UAV miniature staring hyperspectral imager radiation correction

Changchun Li, Yanjie Wang, Chunyan Ma, Xiaoxiao Ma, Shuangting Wang
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Abstract

The micro staring hyperspectral imager can simultaneously acquire two spatial and one spectral images, and only record the external orientation elements of the entire hyperspectral image rather than the external orientation elements of each frame of the image, which avoids the geometric instability during scanning, effectively solves the problem of large geometric deformation of the small line scanning hyperspectral imager, and is suitable for the small UAV load platform with unstable attitude. At present, most of the research focuses on the radio-metric correction method of line scan hyperspectral imager. The application time of staring hyperspectral imager is short, and there is no mature data processing re-search at home and abroad, which hinders the application of UAV micro staring hyperspectral imaging system. In this paper, the calibration method of the linearity and variability of the radiation response of the micro staring hyperspectral imager on the UAV is studied, and the effectiveness of this method is quantitatively evaluated. The results show that the hyperspectral image has obvious vignetting effect and strip phenomenon before the correction of radiation response variability. After the correction, the radiation response variation coefficient of pixels in different bands decreases significantly, and the vignetting effect and image strip decrease significantly. In this paper, a multi-target radiometric calibration method is proposed, and the accuracy of radiometric calibration is verified by comparing the calibrated hyperspectral image spectrum with the measured ground object spectrum of the ground spectrometer. The results show that the calibration results of the multi-target radiometric calibration method show better results, especially for the near-infrared band, and the difference with the surface reflectance measured by the spectrometer is small.
多目标无人机微型凝视高光谱成像仪辐射校正
微凝视型高光谱成像仪可以同时获取两幅空间和一幅光谱图像,并且只记录整幅高光谱图像的外方位元素,而不记录每一帧图像的外方位元素,避免了扫描过程中的几何不稳定,有效解决了小线扫描型高光谱成像仪几何变形大的问题,适用于姿态不稳定的小型无人机负载平台。目前,大多数研究都集中在线扫描高光谱成像仪的辐射计量校正方法上。凝视型高光谱成像仪应用时间短,且国内外尚无成熟的数据处理研究,阻碍了无人机微凝视型高光谱成像系统的应用。本文研究了无人机上微凝视高光谱成像仪辐射响应线性度和变异性的标定方法,并对该方法的有效性进行了定量评价。结果表明,在对辐射响应变异性进行校正前,高光谱图像存在明显的渐晕效应和条形现象。校正后,不同波段的像元辐射响应变异系数明显减小,渐晕效果和像带明显减弱。本文提出了一种多目标辐射定标方法,并将标定后的高光谱图像光谱与地面光谱仪实测地物光谱进行对比,验证了辐射定标的准确性。结果表明,多目标辐射定标方法的定标结果显示出较好的效果,特别是在近红外波段,且与光谱仪测得的表面反射率差异较小。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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