ImageMap: An image indexing method based on spatial similarity

被引:47
|
作者
Petrakis, EGM [1 ]
Faloutsos, C
Lin, KI
机构
[1] Tech Univ Crete, Dept Comp Engn, Chanea, Greece
[2] Carnegie Mellon Univ, Dept Comp Sci, Pittsburgh, PA 15213 USA
[3] Memphis State Univ, Dept Math Sci, Memphis, TN 38152 USA
基金
美国国家科学基金会;
关键词
image database; similarity retrieval; attributed relational graph; editing distance; image indexing;
D O I
10.1109/TKDE.2002.1033768
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
We introduce ImageMap, as a method for indexing and similarity searching in Image DataBases (IDBs). ImageMap answers "queries by example," involving any number of objects or regions and taking into account their interrelationships. We adopt the most general image content representation, that is, Attributed Relational Graphs (ARGs), in conjunction with the well-accepted ARG editing distance on ARGs. We tested ImageMap on real and realistic medical images. Our method not only provides for visualization of the data set, clustering and data mining, but it also achieves up to 1,000-fold speed-up in search over sequential scanning, with zero or very few false dismissals.
引用
收藏
页码:979 / 987
页数:9
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