Blind Quality Assessment of Fused WorldView-3 Images by Using the Combinations of Pansharpening and Hypersharpening Paradigms

被引:97
作者
Kwan, Chiman [1 ]
Budavari, Bence [1 ]
Bovik, Alan C. [2 ]
Marchisio, Giovanni [3 ]
机构
[1] Appl Res LLC, Rockville, MD 20850 USA
[2] Univ Texas Austin, Austin, TX 78712 USA
[3] Digital Globe Inc, Westminster, CO 80234 USA
关键词
Hypersharpening; image quality; multispectral; pansharpening; short-wave infrared (SWIR); superspectral; very high resolution (VHR); visible near infrared (VNIR); WorldView 3 (WV-3); FUSION; MS;
D O I
10.1109/LGRS.2017.2737820
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
WorldView 3 (WV-3) is the first commercially deployed super-spectral, very high-resolution (HR) satellite. However, the resolution of the short-wave infrared (SWIR) bands is much lower than that of the other bands. In this letter, we describe four different approaches, which are combinations of pansharpening and hypersharpening methods, to generate HR SWIR images. Since there are no ground truth HR SWIR images, we also propose a new picture quality predictor to assess hypersharpening performance, without the need for reference images. We describe extensive experiments using actual WV-3 images that demonstrate that some approaches can yield better performance than others, as measured by the proposed blind image quality assessment model of hypersharpened SWIR images.
引用
收藏
页码:1835 / 1839
页数:5
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