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 …

Digital twin model-based smart assembly strategy design and precision evaluation for PCB kit-box build

X Li, G Liu, S Sun, W Yi, B Li - Journal of Manufacturing Systems, 2023 - Elsevier
Research concerning microelectronics assembly has attracted increasing attention from the
manufacturing industry. In this context, achieving precise placement of the printed circuit …

Demystifying edge cases in advanced ic packaging inspection through novel explainable ai metrics

S Ghosh, A Roy, MM Al Hasan, P Craig… - 2024 IEEE 74th …, 2024 - ieeexplore.ieee.org
Inspecting advanced packaging systems for integrated circuits presents difficulties due to the
intricacy of contemporary semiconductor packages, which include small dimensions, dense …

From Talent Shortage to Workforce Excellence in the CHIPS Act Era: Harnessing Industry 4.0 Paradigms for a Sustainable Future in Domestic Chip Production

AD Rizi, A Roy, R Noor, H Kang, N Varshney… - arXiv preprint arXiv …, 2023 - arxiv.org
The CHIPS Act is driving the US towards a self-sustainable future in domestic chip
production. Decades of outsourced manufacturing, assembly, testing, and packaging has …

Automatic printed circuit board inspection: a comprehensible survey

LALO Fonseca, Y Iano, GG Oliveira, GC Vaz… - Discover Artificial …, 2024 - Springer
The printed circuit board (PCB) plays a critical role in any electronic product, and its
manufacturing quality assurance is responsible for substantially impacting the final product's …

Dilated involutional pyramid network (DInPNet): A novel model for printed circuit board (PCB) components classification

A Mantravadi, D Makwana, S Mittal… - … Symposium on Quality …, 2023 - ieeexplore.ieee.org
The rapid growth in the volume and complexity of PCB design has encouraged researchers
to explore automatic visual inspection of PCB components. Automatic identification of PCB …

Real-Time Defect Detection in Electronic Components during Assembly through Deep Learning

E Weiss, S Caplan, K Horn, M Sharabi - Electronics, 2024 - mdpi.com
This paper introduces a pioneering method for real-time image processing in electronic
component assembly, revolutionizing quality control in manufacturing. By promptly capturing …

Computer vision for hardware trojan detection on a PCB using siamese neural network

G Piliposyan, S Khursheed - 2022 IEEE Physical Assurance …, 2022 - ieeexplore.ieee.org
With advances in technology Hardware Trojan (HT) attacks on printed circuit boards (PCB)
are becoming more sophisticated and the need for more effective HT detection methods is …

Advancements in PCB Components Recognition Using WaferCaps: A Data Fusion and Deep Learning Approach

D Starodubov, S Danishvar, AARM Abu Ebayyeh… - Electronics, 2024 - mdpi.com
Microelectronics and electronic products are integral to our increasingly connected world,
facing constant challenges in terms of quality, security, and provenance. As technology …

A Two-Stage Automatic Color Thresholding Technique

S Pootheri, D Ellam, T Grübl, Y Liu - Sensors, 2023 - mdpi.com
Thresholding is a prerequisite for many computer vision algorithms. By suppressing the
background in an image, one can remove unnecessary information and shift one's focus to …