Actually,that is what I wanted to use,but unfortuately my superiors don’t wish to use such models,and are stuck on using autoencoder.
I will try to convince him to use something similar to an autoregressive model like pixelcnn or MADE,but i don’t think that even those models will work because in the end these are generative models and the task is different