Literature review on the use of deep learning focused on automated optical inspection systems for surface defect detection in the manufacturing sector

The manufacturing industry uses supervised machine learning methodologies to improve inspection processes through machine vision. Automated optical inspection offers efficiency in the inspection process for the detection of defects in the manufacture of various products. This work contributes with t...

• Main Author: Sanchez-Romero, Jonathan (author)
• Other Authors: Llerena-Izquierdo, Joe (author)
• Format: article
• Language: spa
• Published: 2023
• Subjects: manufactura; aprendizaje profundo; redes neuronales convolucionales; algoritmos optimizadores; inspección ópticos automatizados; generalización; desequilibrio; manufacturing; deep learning; convolutional neural networks; optimization algorithms; automated optical inspection; generalization; imbalance
• Online Access: https://revistas.uteq.edu.ec/index.php/ingenio/article/view/680