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A Flexible Quality Inspection Robot System for Multi-type Surface Defects

Mingwei Li, Xiuqin Shang, Qianyu Zhou, Yali Shi, Zhengtao Zhang

发表年份
2021
引用次数
2

摘要

Automatic defect detection is an essential part of quality inspection in industrial production. It can improve the effectiveness and reduce the cost for labor. Most of the detection systems are designed for specific tasks and they usually could not adapt to multiple types of objects simultaneously. In this paper, a general and flexible defect detection system is established for multi-type surface defects, it can achieve defect detection tasks for complex 3-dementional surface with different types and material, which has a precision of 95.3% and recall of 96.2%. A database of surface defects is also built to help the system to manage the data, recognize unknown defects and analyze the possible problems in the production line.

关键词

Computer scienceProduction lineQuality (philosophy)Precision and recallArtificial intelligenceSurface (topology)RobotComputer visionEngineeringMechanical engineering

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