Retrieving multispectral satellite images using physics-based invariant representations

被引:46
作者
Healey, G
Jain, H
机构
[1] Department of Electrical and Computer Engineering, University of California, Irvine
关键词
image database; image retrieval; color constancy; satellite images; color; machine vision; texture; computer vision; recognition;
D O I
10.1109/34.531804
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We present a set of algorithms and a search strategy for the robust content-based retrieval of multispectral satellite images. Since the property of interest in these images is usually the physical characteristics of ground cover, we use representations and methods that are invariant to illumination and atmospheric conditions. The representations and algorithms are derived for this application from a physical model for the formation of multispectral satellite images. The use of several representations and algorithms is necessary to interpret the diversity of physical and geometric structure in these images. Algorithms are used that exploit multispectral distributions, multispectral spatial structure, and labeled classes. The performance of the system is demonstrated on a large set of multispectral satellite images taken over different areas of the United States under different illumination and atmospheric conditions.
引用
收藏
页码:842 / 848
页数:7
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