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一种考虑季节变化的高效镶嵌算法:应用于KOMPSAT - 2卫星图像

An efficient mosaic algorithm considering seasonal variation: application to KOMPSAT-2 satellite images.

作者信息

Choi Jaewon, Jung Hyung-Sup, Yun Sang-Ho

机构信息

The Department of Geoinformatics, The University of Seoul, Seoul 130-743, Korea.

The Jet Propulsion Laboratory, California Institute of Technology, Pasadena, CA 91109, USA.

出版信息

Sensors (Basel). 2015 Mar 9;15(3):5649-65. doi: 10.3390/s150305649.

Abstract

As the aerospace industry grows, images obtained from Earth observation satellites have been successfully used in various fields. Specifically, the demand for a high-resolution (HR) optical images is gradually increasing, and hence the generation of a high-quality mosaic image is being magnified as an interesting issue. In this paper, we have proposed an efficient mosaic algorithm for HR optical images that are significantly different due to seasonal change. The algorithm includes main steps such as: (1) seamline extraction from gradient magnitude and seam images; (2) histogram matching; and (3) image feathering. Eleven Kompsat-2 images characterized by seasonal variations are used for the performance validation of the proposed method. The results of the performance test show that the proposed method effectively mosaics Kompsat-2 adjacent images including severe seasonal changes. Moreover, the results reveal that the proposed method is applicable to HR optic images such as GeoEye, IKONOS, QuickBird, RapidEye, SPOT, WorldView, etc.

摘要

随着航空航天工业的发展,从地球观测卫星获得的图像已成功应用于各个领域。具体而言,对高分辨率(HR)光学图像的需求正在逐渐增加,因此高质量镶嵌图像的生成作为一个有趣的问题正受到越来越多的关注。在本文中,我们针对因季节变化而存在显著差异的高分辨率光学图像提出了一种高效的镶嵌算法。该算法包括以下主要步骤:(1)从梯度幅值和接缝图像中提取接缝线;(2)直方图匹配;(3)图像羽化。使用了11幅具有季节变化特征的Kompsat - 2图像来验证所提方法的性能。性能测试结果表明,所提方法能有效地拼接包括严重季节变化的Kompsat - 2相邻图像。此外,结果还表明所提方法适用于GeoEye、IKONOS、QuickBird、RapidEye、SPOT、WorldView等高分辨率光学图像。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5cb8/4435217/e02791939f79/sensors-15-05649-g001.jpg

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