Change Detection Using Global and Local Multifractal Description

被引:19
作者
Aleksandrowicz, Sebastian [1 ]
Wawrzaszek, Anna [1 ]
Drzewiecki, Wojciech [2 ]
Krupinski, Michal [1 ]
机构
[1] Polish Acad Sci, Space Res Ctr, Earth Observat Grp, PL-00716 Warsaw, Poland
[2] AGH Univ Sci & Technol, Dept Geoinformat Photogrammetry & Remote Sensing, PL-30059 Krakow, Poland
关键词
Change detection; Holder exponent; multifractals; multifractal spectrum; REMOTELY-SENSED IMAGES; SEGMENTATION;
D O I
10.1109/LGRS.2016.2574940
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
In this letter, we apply the multifractal formalism to land cover change detection on very high spatial resolution data. Specifically, multifractal spectra are determined and, with modifications, are used as an initial general indicator of change on the subsets of IKONOS and Pleiades images. Next, we calculate Holder exponents for each pixel in the images and use them to generate a change mask. Our analysis shows that Holder exponents enable a detailed evaluation of changes in land cover. A comparison with change detection based solely on panchromatic images shows that the multifractal description method has significant advantages as it reduces the number of false positives. In addition, we show that our change detection results are comparable with other multiscale techniques.
引用
收藏
页码:1183 / 1187
页数:5
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