Image replica detection using R-Trees and Linear Discriminant Analysis

被引:2
|
作者
Nikolopoulos, Spyros [1 ]
Zafeiriou, Stefanos [1 ]
Sidiropoulos, Panagiotis [1 ]
Nikolaidis, Nikos [1 ]
Pitas, Ioannis [1 ]
机构
[1] Aristotle Univ Thessaloniki, Dept Informat, Box 451, Thessaloniki 54124, Greece
关键词
D O I
10.1109/ICME.2006.262901
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper a novel system for image replica detection is presented. The system uses color-based descriptors in order to extract robust features for image representation. These features are used for indexing the images in a database using an R-Tree. When a query about whether a test image is a replica of an image in the database is submitted, the R-Tree is traversed and a set of candidate images is retrieved. Then, in order to obtain a single result and at the same time reduce the number of decision errors the system is enhanced with Linear Discriminant Analysis (LDA). The conducted experiments show that the proposed approach is very promising.
引用
收藏
页码:1797 / 1800
页数:4
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