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An efficient approach for vision inspection of IC chips

机译:一种有效的IC芯片视觉检查方法

摘要

The research aims to develop an automated vision inspection system of IC chips that used to detect the defects of marking and design shape of IC chips.As a result of higher failure probability of manual inspection system, this automated system is developed.The automated vision system will consists of five main phases which are image acquisition, image enhancement,image,segmentation, comparison on features and decision making.The features will be extracted from the target image using projection profile method.The decision will be made using the trained neural network to identify the four common defects of IC chips which are illegible marking,upside down marking and missing character on chip. The results of the automated system are to determine whether to accept or reject the chip. The results are computed within 10 seconds and have a high percentage of defects detection which is about 95 %. Through the results obtained, the automated vision inspection system of IC chips can be utilized in the manufacturing field to replace the manual inspection system.It can replace about five to eight inspection experts to reduce the cost of hiring and resources in about 70%. Other than that, the rate of accuracy and efficiency of detecting the defects are improved by 95% because the consistency of inspecting the chips is maintained from having variations of judgments by the experts.
机译:该研究旨在开发一种用于检测IC芯片标记和设计形状缺陷的IC芯片自动视觉检测系统,由于手动检测系统的故障概率更高,因此开发了该自动化系统。将由五个主要阶段组成,即图像获取,图像增强,图像,分割,特征比较和决策。将使用投影轮廓法从目标图像中提取特征。将使用训练后的神经网络来做出决策识别IC芯片的四个常见缺陷,即难以辨认的标记,上下颠倒的标记以及芯片上的字符缺失。自动化系统的结果是确定接受还是拒绝芯片。结果在10秒钟内计算出来,发现缺陷的百分比很高,约为95%。通过获得的结果,IC芯片的自动视觉检查系统可以在制造领域中代替人工检查系统,它可以替代大约五到八名检查专家,从而减少约70%的招聘成本和资源。除此之外,由于保持了检查芯片的一致性而避免了专家的判断偏差,因此缺陷检测的准确性和效率提高了95%。

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    Kok Wah Liew;

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  • 年度 2012
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