Improving Industrial Quality Control: A Transfer Learning Approach to Surface Defect Detection

Improving Industrial Quality Control: A Transfer Learning Approach to Surface Defect Detection

To automate the quality control of painted surfaces of heating devices, an automatic defect detection and classification system was developed by combining deflectometry and bright light-based illumination on the image acquisition, deep learning models for the classification of non-defective (OK) and...

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Bibliographic Details
Main Authors: Ângela Semitela, Miguel Pereira, António Completo, Nuno Lau, José P. Santos
Format: Article
Language:English
Published: MDPI AG 2025-01-01
Series:Sensors
Subjects:
automated quality control
illumination
transfer learning
defect detection and classification
ResNet-50
Online Access:https://www.mdpi.com/1424-8220/25/2/527
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