Robust image registration for fusion

被引:10
作者
Mueller, Markus [1 ]
Krueger, Wolfgang [1 ]
Saur, Guenter [1 ]
机构
[1] Fraunhofer Inst IITB, ASM Autonomous Syst & Machine Vis Dept, D-76131 Karlsruhe, Germany
关键词
image fusion; image processing; feature extraction; robust matching; registration; change detection; real-time;
D O I
10.1016/j.inffus.2006.05.001
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Fusion can be seen as the process of forming a uniform description of multiple information sources. The type of description depends on the application domain as well as the type of features to be considered. Features (also known as "descriptors") relate to iconic, symbolic, semantic or pragmatic aspects of some physical phenomenology of the real world. The process of feature extraction results in a feature map and can be top-down or bottom-up or a hybrid mixture of both. In the next step the correspondence problem (matching) of multiple feature maps has to be solved. This paper concentrates on symbolic feature extraction of straight line segments forming the feature map and their robust and precise matching with other feature maps. Together with extensions concerning point-like features these approaches form the basis of many real-time capable applications. Three of them will be described: image-to-image registration, automatic geocoding, and change detection for industrial inspection and quality assurance. (C) 2006 Elsevier B.V. All rights reserved.
引用
收藏
页码:347 / 353
页数:7
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