A Flexible Quality Inspection Robot System for Multi-type Surface Defects
Li Mingwei1,2,3; Shang Xiuqin1,2,3; Zhou Qianyu1,2,3; Shi Yali1,2,3; Zhang Zhengtao1,2,3
2021-09
会议名称China Automation Congress
会议日期2022-8-12
会议地点中国,昆明
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surface defect detection robot system 3-dementional surface
收录类别EI
语种英语
七大方向——子方向分类人工智能+制造
国重实验室规划方向分类实体人工智能系统(软、硬件)
是否有论文关联数据集需要存交
文献类型会议论文
条目标识符http://ir.ia.ac.cn/handle/173211/52059
专题中科院工业视觉智能装备工程实验室_精密感知与控制
通讯作者Zhang Zhengtao
作者单位1.Research Center of Precision Sensing and Control, Institute of Automation
2.University of Chinese Academy of Sciences
3.Chinese Academy of Sciences
推荐引用方式
GB/T 7714
Li Mingwei,Shang Xiuqin,Zhou Qianyu,et al. A Flexible Quality Inspection Robot System for Multi-type Surface Defects[C],2021.
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