{"title":"PCB Micro-Soldering Status Inspection System Research based on Deep Learning","authors":"J. Shim, Y. Ha, JiHee Park, Yeung-hak Lee","doi":"10.1145/3582099.3582104","DOIUrl":null,"url":null,"abstract":"In the semiconductor process, the soldering state is one of the important processes. This error can be one of the main causes of fatal effects on other electronic components. Until now, all soldering status have been inspected by humans. This causes many false positive errors. This study experimented with micro-soldering status inspection using artificial intelligence which has 1-stage and 2-stage compound scaling. As a result of the experiment, PCB-soldering condition inspection showed low false positives in 1-stage detector (YOLOv5) unlike other objects.","PeriodicalId":222372,"journal":{"name":"Proceedings of the 2022 5th Artificial Intelligence and Cloud Computing Conference","volume":"237 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-12-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Proceedings of the 2022 5th Artificial Intelligence and Cloud Computing Conference","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1145/3582099.3582104","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0
Abstract
In the semiconductor process, the soldering state is one of the important processes. This error can be one of the main causes of fatal effects on other electronic components. Until now, all soldering status have been inspected by humans. This causes many false positive errors. This study experimented with micro-soldering status inspection using artificial intelligence which has 1-stage and 2-stage compound scaling. As a result of the experiment, PCB-soldering condition inspection showed low false positives in 1-stage detector (YOLOv5) unlike other objects.