PCB defect detection based on deep learning algorithm

IC Chen, RC Hwang, HC Huang - Processes, 2023 - mdpi.com
Printed circuit boards (PCBs) are primarily used to connect electronic components to each
other. It is one of the most important stages in the manufacturing of electronic products. A …

A contactless PCBA defect detection method: Convolutional neural networks with thermographic images

M Jeon, S Yoo, SW Kim - IEEE Transactions on Components …, 2022 - ieeexplore.ieee.org
In the mass production of electronic products, in-circuit-test (ICT) and printed circuit board
assembly (PCBA) quality tests are performed. ICT measures resistance values and …

ADNet: anti-noise dual-branch network for road defect detection

B Wan, X Zhou, Y Sun, T Wang, S Wang, H Yin… - … Applications of Artificial …, 2024 - Elsevier
This paper addresses the issue of noise interference in road defect detection, caused by
various environmental factors or acquisition equipment. In this article, we add three different …

A lightweight one-stage defect detection network for small object based on dual attention mechanism and PAFPN

Y Zhang, F ** study
DI Ural, A Sezen - Evolutionary Intelligence, 2024 - Springer
Abstract SMT (Surface Mount Technology) has been the backbone of PCB (Printed Circuit
Board) production for the last couple of decades. Even though the speed and accuracy of …

[HTML][HTML] Improving PCB defect detection using selective feature attention and pixel shuffle pyramid

KC Fung, KW Xue, CM Lai, KH Lin, KM Lam - Results in Engineering, 2024 - Elsevier
Due to the ongoing miniaturization of electronic products and the use of miniature printed
circuit boards (PCBs), existing AI-based defect detection methods have exhibited poor …

Defect detection of printed circuit board based on adaptive key-points localization network

J Yu, L Zhao, Y Wang, Y Ge - Computers & Industrial Engineering, 2024 - Elsevier
Many deep neural networks (DNNs) have been applied in the defect detection of products.
Due to the irregular and small defects on printed circuit boards (PCB), it is difficult for the …

A Comprehensive Taxonomy of Visual Printed Circuit Board Defects

DS Koblah, OP Dizon-Paradis, J Schubeck… - Journal of Hardware and …, 2023 - Springer
The globalization of printed circuit board (PCB) production has expanded the avenues to
introduce vulnerabilities into the electronics supply chain. Malicious parties may modify or …

A light weight version of PCB defect detection system using YOLO V4 tiny

JSSV Mamidi, S Sameer… - 2022 International Mobile …, 2022 - ieeexplore.ieee.org
Printed circuit boards (PCBs) are now used in almost every electronic component. It
connects components along conductive lines in most electronic goods. PCBs are vulnerable …