Survey of visual anomaly detection in industrial manufacturing using deep learning

The recent rapid development of deep learning has laid a milestone in visual anomaly detection (VAD). In this paper ... provide a comprehensive review of deep learning-based visual anomaly detection techniques, from the perspectives of neural network architectures, levels of supervision, loss functions, metrics and datasets.