Automated image registration for hydrologic change detection in the lake-rich Arctic

被引:47
作者
Sheng, Yongwei [1 ]
Shah, Chintan A. [1 ]
Smith, Laurence C. [1 ]
机构
[1] Univ Calif Los Angeles, Dept Geog, Los Angeles, CA 90095 USA
基金
美国国家科学基金会; 美国国家航空航天局;
关键词
centroids; feature-based; image registration; lake identification; pseudo" features; subpixel accuracy;
D O I
10.1109/LGRS.2008.916646
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
Multitemporal remote sensing provides a unique tool to track lake dynamics at the pan-Arctic scale but requires precise registration of thousands of satellite images. This is a challenging task owing to a dearth of stable features to be used as tie points [(TPs), i.e., control points] in the dynamic landscapes. This letter develops an automated method to precisely register images in the lake-rich Arctic. The core premise of the method is that the centers of lakes are generally stable even if their shorelines are not. The proposed procedures first extract lakes in multitemporal satellite images, derive lake centroids and match them between images, and then use the centroids of stable lakes as TPs for image registration. The results show that this approach can achieve subpixel registration accuracy, outcompeting the conventional manual methods in both efficiency and accuracy. The proposed method is fully automated and represents a feasible way to register images for lake change detection at the pan-Arctic scale.
引用
收藏
页码:414 / 418
页数:5
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