Automatic inspection of aeronautic components

被引:10
|
作者
San Biagio, Marco [1 ]
Beltran-Gonzalez, Carlos [1 ]
Giunta, Salvatore [2 ]
Del Bue, Alessio [1 ]
Murino, Vittorio [1 ]
机构
[1] Ist Italiano Tecnol, Pattern Anal & Comp Vis Dept PAVIS, Genoa, Italy
[2] AVIOAero, Rivalta Di Torino, Italy
关键词
Automatic visual inspection; Model checking; Machine learning; Defects inspection; Image processing; Machine vision; Registration; Multi-view analysis; VISUAL INSPECTION; CLASSIFICATION;
D O I
10.1007/s00138-017-0839-1
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Industrial processes are costly in terms of time, money and customer satisfaction. The global economic pressures have gradually led businesses to improve these processes to become more competitive. As a result, the demand of intelligent visual inspection systems aimed at ensuring the high quality in production lines is increasing. In this paper, we present a computer vision system that, using only images, is able to address two main problems: (i) model checking: automatically check whether a component meets given specifications or rules, (ii) visual inspection: defect inspection on irregular surfaces, in particular, decolourization and scratches detection. In the experimental results, we show the effectiveness of our system and the readiness of such technologies for their integration in industrial processes.
引用
收藏
页码:591 / 605
页数:15
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