Content-based retrieval of surface defect images with MPEG-7 descriptors

被引:0
|
作者
Pakkanen, J [1 ]
Iivarinen, J [1 ]
机构
[1] Aalto Univ, Lab Comp & Informat Sci, FIN-02015 Espoo, Finland
关键词
self-organizing map; content-based image retrieval; surface inspection; surface defects; MPEG-7; descriptors;
D O I
10.1117/12.514962
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 prototype system is described for the management and content-based retrieval of defect images in huge image databases. This is a real problem in surface inspection applications, since modern inspection systems may produce up to thousands of defect images in a day. We axe using a noncommercial, generic content-based image retrieval (CBIR) system called PicSOM that is modified to fit to the special requirements of our application. The system is tested with a small pre-classified database of surface defect images using the MPEG-7 features. The scalability of the system is also examined using a larger database. Results indicate that the system works with a high level of success.
引用
收藏
页码:201 / 208
页数:8
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