Automated visual inspection of glass bottles using adapted median filtering

被引:0
|
作者
Mery, D
Medina, O
机构
[1] Pontificia Univ Catolica Chile, Dept Ciencia Computac, Santiago, Chile
[2] Univ Santiago Chile, Dept Ingn Informat, Santiago, Chile
来源
IMAGE ANALYSIS AND RECOGNITION, PT 2, PROCEEDINGS | 2004年 / 3212卷
关键词
automated visual inspection; median filter; glass bottles; ROC curves;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This work presents a digital image processing technique for the automated visual inspection of glass bottles based on a well-known method used for inspecting aluminium die castings. The idea of this method is to generate median filters adapted to the structure of the object under test. Thus, a "defect-free" reference image can be estimated from the original image of the inspection object. The reference image is compared with the original one, and defects are detected when the difference between them is considerable. The configuration of the filters is performed off-line including a priori information about real defect-free images. In the other hand, the filtering self is performed on-line. Thus, a fast on-line inspection is ensured. According to our experiments, the detection performance in glass bottles was 85% and the false alarms rate was 4%. Additionally, the processing time was only 0.3s/image.
引用
收藏
页码:818 / 825
页数:8
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