应用扩展广义圆柱建模的计算机断层扫描图像自动三维线环跟踪

J. Xu, T. Liu, X. M. Yin, Han Wang
{"title":"应用扩展广义圆柱建模的计算机断层扫描图像自动三维线环跟踪","authors":"J. Xu, T. Liu, X. M. Yin, Han Wang","doi":"10.1109/ICCIS.2010.5518541","DOIUrl":null,"url":null,"abstract":"Automobile industry requires 100% inspection of every electronic component used. If a wire bonding device has a failure rate of 1ppm, it would have the consequence of 15 of 1000 cars would fail. In this paper, we propose a method for tracing and inspecting 3D wire loops in a sealed semiconductor device using X-ray CT. 3D primitives are detected in predefined planes with a subpixel transition detection algorithm. Potential wire centroids are then calculated with deformable generalized cylinders employing an adaptive shape constraint to minimize the interferences from beam-hardening artifacts. Tracing of wires are performed in 2D projection space and mappings are done to find 3D correspondences. To test the capability of the software, we scanned semiconductor wirebond devices with a low resolution X-ray CT system and process slices at present of large amount of artifacts. It is shown that wire loops can be detected reliably with sub-voxel accuracy. The processing time for 10 wires is 30 seconds (using a laptop with Intel dual core 1,6G processor).","PeriodicalId":445473,"journal":{"name":"2010 IEEE Conference on Cybernetics and Intelligent Systems","volume":"95 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2010-06-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Automatic 3D wire loop tracing in computed tomography images using extended generalized cylinder modeling\",\"authors\":\"J. Xu, T. Liu, X. M. Yin, Han Wang\",\"doi\":\"10.1109/ICCIS.2010.5518541\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Automobile industry requires 100% inspection of every electronic component used. If a wire bonding device has a failure rate of 1ppm, it would have the consequence of 15 of 1000 cars would fail. In this paper, we propose a method for tracing and inspecting 3D wire loops in a sealed semiconductor device using X-ray CT. 3D primitives are detected in predefined planes with a subpixel transition detection algorithm. Potential wire centroids are then calculated with deformable generalized cylinders employing an adaptive shape constraint to minimize the interferences from beam-hardening artifacts. Tracing of wires are performed in 2D projection space and mappings are done to find 3D correspondences. To test the capability of the software, we scanned semiconductor wirebond devices with a low resolution X-ray CT system and process slices at present of large amount of artifacts. It is shown that wire loops can be detected reliably with sub-voxel accuracy. The processing time for 10 wires is 30 seconds (using a laptop with Intel dual core 1,6G processor).\",\"PeriodicalId\":445473,\"journal\":{\"name\":\"2010 IEEE Conference on Cybernetics and Intelligent Systems\",\"volume\":\"95 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2010-06-28\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2010 IEEE Conference on Cybernetics and Intelligent Systems\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICCIS.2010.5518541\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2010 IEEE Conference on Cybernetics and Intelligent Systems","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICCIS.2010.5518541","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

摘要

汽车工业要求对所使用的每一个电子元件进行100%的检查。如果一个焊线装置的故障率为1ppm,那么其后果将是1000辆汽车中有15辆发生故障。在本文中,我们提出了一种使用x射线CT跟踪和检查密封半导体器件中的三维线圈的方法。使用亚像素过渡检测算法在预定义平面中检测三维原语。然后用自适应形状约束的可变形广义圆柱体计算潜在的线材质心,以最大限度地减少光束硬化伪影的干扰。在二维投影空间中对导线进行跟踪,并进行映射以找到三维对应。为了测试软件的能力,我们使用低分辨率x射线CT系统扫描半导体线键器件,并处理目前大量伪影的切片。结果表明,该方法能够以亚体素精度可靠地检测出线圈。10根线的处理时间为30秒(使用英特尔双核1.6 g处理器的笔记本电脑)。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
Automatic 3D wire loop tracing in computed tomography images using extended generalized cylinder modeling
Automobile industry requires 100% inspection of every electronic component used. If a wire bonding device has a failure rate of 1ppm, it would have the consequence of 15 of 1000 cars would fail. In this paper, we propose a method for tracing and inspecting 3D wire loops in a sealed semiconductor device using X-ray CT. 3D primitives are detected in predefined planes with a subpixel transition detection algorithm. Potential wire centroids are then calculated with deformable generalized cylinders employing an adaptive shape constraint to minimize the interferences from beam-hardening artifacts. Tracing of wires are performed in 2D projection space and mappings are done to find 3D correspondences. To test the capability of the software, we scanned semiconductor wirebond devices with a low resolution X-ray CT system and process slices at present of large amount of artifacts. It is shown that wire loops can be detected reliably with sub-voxel accuracy. The processing time for 10 wires is 30 seconds (using a laptop with Intel dual core 1,6G processor).
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Dynamic shift mechanism of continuous attractors in a class of recurrent neural networks Design space exploration of a 2-D DWT system architecture Cascaded control of 3D path following for an unmanned helicopter A load transfer scheme of radial distribution feeders considering distributed generation FDI of disturbed nonlinear systems: A nonlinear UIO approach with SOS techniques
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1