Review of vision-based defect detection research and its perspectives for printed circuit board
Y Zhou, M Yuan, J Zhang, G Ding, S Qin - Journal of Manufacturing …, 2023 - Elsevier
The quality of the printed circuit board (PCB), an essential critical connection in
contemporary electronic information goods, directly influences the efficiency and …
contemporary electronic information goods, directly influences the efficiency and …
Deep Learning and Computer Vision Techniques for Enhanced Quality Control in Manufacturing Processes
Ensuring product quality and integrity is paramount in the rapidly evolving landscape of
industrial manufacturing. Although effective to a certain degree, traditional quality control …
industrial manufacturing. Although effective to a certain degree, traditional quality control …
A lightweight surface defect detection framework combined with dual-domain attention mechanism
In this paper, a lightweight printed circuit board (PCB) defects detection model (light-PDD) is
proposed, which mainly concentrates on overcoming the deficiencies of redundant …
proposed, which mainly concentrates on overcoming the deficiencies of redundant …
Machine learning in manufacturing towards industry 4.0: From 'for now'to 'four-know'
While attracting increasing research attention in science and technology, Machine Learning
(ML) is playing a critical role in the digitalization of manufacturing operations towards …
(ML) is playing a critical role in the digitalization of manufacturing operations towards …
[HTML][HTML] A deep context learning based PCB defect detection model with anomalous trend alarming system
The quality of a printed circuit board (PCB) is paramount towards ensuring proper
functionality of electronic products. To achieve the required quality standards, substantial …
functionality of electronic products. To achieve the required quality standards, substantial …
Analysis of training deep learning models for pcb defect detection
Recently, many companies have introduced automated defect detection methods for defect-
free PCB manufacturing. In particular, deep learning-based image understanding methods …
free PCB manufacturing. In particular, deep learning-based image understanding methods …
Develo** a surface mount technology defect detection system for mounted devices on printed circuit boards using a MobileNetV2 with Feature Pyramid Network
This study proposes a method to develop an innovative robust fully automatic surface mount
technology (SMT) defect detection system using MobileNetV2 with Feature Pyramid Network …
technology (SMT) defect detection system using MobileNetV2 with Feature Pyramid Network …
PCB defects target detection combining multi-scale and attention mechanism
W Jiang, T Li, S Zhang, W Chen, J Yang - Engineering Applications of …, 2023 - Elsevier
The detection of PCB defect quality plays an important role in PCB fabrication. However, the
size of the PCB defects is too small to identify. In order to improve the detection efficiency of …
size of the PCB defects is too small to identify. In order to improve the detection efficiency of …
An enhanced detection method of PCB defect based on improved YOLOv7
Y Yang, H Kang - Electronics, 2023 - mdpi.com
Printed circuit boards (PCBs) are a critical component of modern electronic equipment,
performing a crucial role in the electronic information industry chain. However, accurate …
performing a crucial role in the electronic information industry chain. However, accurate …
LPViT: a transformer based model for PCB image classification and defect detection
K An, Y Zhang - IEEE Access, 2022 - ieeexplore.ieee.org
PCB (printed circuit board) is an extremely important component of all electronic products,
which has greatly facilitated human life. Meanwhile, tons of PCBs in the waste streams …
which has greatly facilitated human life. Meanwhile, tons of PCBs in the waste streams …