HIGH RESOLUTION AIRBORNE SAR IMAGE CHANGE DETECTION IN URBAN AREAS WITH SLIGHTLY DIFFERENT ACQUISITION GEOMETRIES

被引:1
|
作者
Dominguez, E. Mendez [1 ]
Henke, D. [1 ]
Small, D. [1 ]
Meier, E. [1 ]
机构
[1] Univ Zurich, Dept Geog, RSL, CH-8057 Zurich, Switzerland
来源
关键词
Change Detection; SAR; Remote Sensing; Imaging Geometry; Feature; Building; UNSUPERVISED CHANGE DETECTION;
D O I
10.5194/isprsarchives-XL-3-W2-127-2015
中图分类号
P9 [自然地理学];
学科分类号
0705 ; 070501 ;
摘要
Before applying change detection, high resolution SAR (Synthetic Aperture Radar) imagery benefits from advanced denoising mechanisms to preserve details and minimize speckle. We propose a change detector based on a MCA (Morphological Components Analysis) of a difference image (DI). With MCA, the data is decomposed into image features utilizing sparse representations of the image content. By introducing a priori knowledge of the content of the scenes, and exploiting shape information corresponding to the changes provided by MCA, we can significantly improve performance under adverse conditions, such as inconsistent acquisition geometries.
引用
收藏
页码:127 / 133
页数:7
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