Recently, deep learning has revolutionized artificial intelligence and has been shown to provide the best solutions to many problems in computer vision, image classification, speech recognition and natural language processing.
We will present our deep learning activities for machine vision applications such as manufacturing inspection, defect detection and classification. Deep learning has gained significant attention in the machine vision industry because it does not require the complex algorithm development used by traditional rule-based image processing techniques.
We will cover the deep learning workflow from data collection to training and deployment, as well as the process of transfer learning. We will present two case studies where we apply transfer learning to manufacturing inspection applications.