Using deep learning for quality control in cyber-manufacturing

• Main Author: Dai, Wenting
• Other Authors: Alexei Sourin
• Format: Thesis-Doctor of Philosophy
• Language: English
• Published: Nanyang Technological University 2022
• Subjects: Engineering::Computer science and engineering::Computing methodologies::Artificial intelligence; Engineering::Computer science and engineering::Computing methodologies::Image processing and computer vision
• Online Access: https://hdl.handle.net/10356/155249
• Institution: Nanyang Technological University

Even though automation has been applied in most manufacturing production lines, the inspection tasks including 1) defect identification, 2) defect categorization, and 3) defect localization or segmentation are still done by human operators in many factories. The poor accuracy of labour and time-inte...