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 …
Printed circuit board defect detection methods based on image processing, machine learning and deep learning: A survey
Q Ling, NAM Isa - IEEE Access, 2023 - ieeexplore.ieee.org
Printed circuit boards (PCBs) are a nearly ubiquitous component of every kind of electronic
device. With the rapid development of integrated circuit and semiconductor technology, the …
device. With the rapid development of integrated circuit and semiconductor technology, the …
A lightweight modified YOLOX network using coordinate attention mechanism for PCB surface defect detection
W Xuan, G Jian-She, H Bo-Jie… - IEEE sensors …, 2022 - ieeexplore.ieee.org
Surface defect detection for the printed circuit board (PCB) is essential in PCB
manufacturing. Existing defect detection networks have several problems: low detection …
manufacturing. Existing defect detection networks have several problems: low detection …
YOLOv4-MN3 for PCB surface defect detection
X Liao, S Lv, D Li, Y Luo, Z Zhu, C Jiang - Applied Sciences, 2021 - mdpi.com
Featured Application An improved YOLOv4 algorithm for PCB surface defect detection can
achieve higher detection accuracy and faster detection speed with lower memory …
achieve higher detection accuracy and faster detection speed with lower memory …
Deep learning for automatic vision-based recognition of industrial surface defects: a survey
Automatic vision-based inspection systems have played a key role in product quality
assessment for decades through the segmentation, detection, and classification of defects …
assessment for decades through the segmentation, detection, and classification of defects …
A comprehensive review of deep learning-based PCB defect detection
X Chen, Y Wu, X He, W Ming - IEEE Access, 2023 - ieeexplore.ieee.org
A printed circuit board (PCB) functions as a substrate essential for interconnecting and
securing electronic components. Its widespread integration is evident in modern electronic …
securing electronic components. Its widespread integration is evident in modern electronic …
A deep learning model for detecting cage-free hens on the litter floor
Simple Summary Real-time and automatic detection of chickens such as laying hens and
broilers is the cornerstone of precision poultry farming. For laying hens, it is more …
broilers is the cornerstone of precision poultry farming. For laying hens, it is more …
[HTML][HTML] Monitoring activity index and behaviors of cage-free hens with advanced deep learning technologies
Chickens' behaviors and activities are important information for managing animal health and
welfare in commercial poultry houses. In this study, convolutional neural networks (CNN) …
welfare in commercial poultry houses. In this study, convolutional neural networks (CNN) …
Online visual end-to-end detection monitoring on surface defect of aluminum strip under the industrial few-shot condition
Z Ma, Y Li, M Huang, N Deng - Journal of Manufacturing Systems, 2023 - Elsevier
Surface defect detection systems based on deep learning are employed in the
manufacturing system, and their good detection performance largely relies on abundant …
manufacturing system, and their good detection performance largely relies on abundant …
A dataset for deep learning based detection of printed circuit board surface defect
S Lv, B Ouyang, Z Deng, T Liang, S Jiang, K Zhang… - Scientific Data, 2024 - nature.com
Printed circuit board (PCB) may display diverse surface defects in manufacturing. These
defects not only influence aesthetics but can also affect the performance of the PCB and …
defects not only influence aesthetics but can also affect the performance of the PCB and …