AE-FLOW: Autoencoders with Normalizing Flows for Medical Images Anomaly Detection

We propose to construct a loss function and anomaly score function by an auto-encoder with the normalizing flow bottleneck, namely AE-FLOW. NF is to utilize a series of invertible modules to transform the data from an unknown distribution to the standard Gaussian distribution.