LANDSAT-7多光谱卫星图像仪器畸变的自动校正方法

Pub Date : 2022-07-18 DOI:10.15407/knit2022.03.017
K. H. Bilousov, М. V. Nechyporuk, V. S. Khoroshylov, D. Svynarenko, D. Mozgovoy, V. M. Popel'
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引用次数: 0

摘要

提出了一种自动校正Landsat-7多光谱卫星图像上ETM +扫描仪仪器畸变的替代方法。该方法基于快速傅立叶变换和频谱掩模滤波在空间频率领域的应用。掩模的参数由已知的空间干涉周期或实验上由滤波结果确定。为了过滤要去除的空间频率区域,应用了一个由零值像素组成的滤波掩模。空间周期与傅里叶图像上滤波的空间频率相对应的周期分量将从滤波后的图像中去除。过滤的质量取决于所使用的口罩。当使用多光谱图像时,采用基于其中一个光谱通道的傅里叶图像的滤波掩模对其他通道进行滤波。处理后图像的视觉分析结果表明,与其他方法相比,ETM +扫描仪具有相当高质量的校正和消除仪器畸变的能力。该方法的主要优点如下:能够在不使用元数据和屏蔽仪器失真的情况下工作;处理单通道和多光谱图像;能够处理场景的小片段;加工程序手动设置的最少次数;工作的可能性没有额外的图片为其他日期;使用不同卫星图像时,算法稳定性高;在不同季节和不同地区拍摄的卫星图像的结果具有相当好的重复性。在大量图像上的实验测试也证实了算法的重复性好、稳定性高。预计所开发的技术也将成功地应用于煤炭
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METHOD OF AUTOMATED CORRECTION OF INSTRUMENT DISTORTIONS ON LANDSAT-7 MULTISPECTRAL SATELLITE IMAGES
An alternative method of automated correction of instrumental distortions of the ETM + scanner on Landsat-7 multispectral satellite images is proposed. The method is based on the application of filtering in the field of spatial frequencies using fast Fourier transform and spectral masks. The parameters of the mask are determined by a known spatial period of interference or experimentally by the results of the filtration. To filter the area of spatial frequencies to be removed, a filtering mask is applied, consisting of pixels with zero values. Periodic components whose spatial period corresponds to the spatial frequencies filtered on the Fourier image will be removed from the filtered image. The quality of filtration is determined by the mask used. When using multispectral images, a filter mask based on the Fourier image of one of the spectral channels is applied to filter other channels. The results of visual analysis of the processed images showed a fairly high-quality correction and elimination of instrumental distortions of the ETM + scanner in comparison with other methods. The main advantages of the proposed method are the next: the ability to work without the use of metadata and masks of instrumental distortion; work with single-channel and multispectral images; ability to work with small fragments of the scene; minimum number of manual settings for processing procedures; possibility to work without additional pictures for other dates; high stability of the used algorithms when using images from different satellites; fairly good repeatability of the results on satellite images taken in different seasons and for different areas. Experimental testing of the proposed method on a large number of images also confirmed the good repeatability and high stability of the algorithms used. It is expected that the developed technology will also be successfully used to cor
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