This interface supports generation of samples from:

• ConvAE model (from Digits that are not: Generating new types through deep neural nets)
• DeepConvAE model (from here, Section 10.1 with L=3)
• Dense K-Sparse model (from Out-of-class novelty generation)

These models were trained on MNIST only (digits), but were found to generate new kinds of symbols, see the references for more details.

NB: nb_active is only used for the Dense K-Sparse, specifying nb of activations to keep in the last layer.

Check https://huggingface.co/spaces/mehdidc/ae_gen/blob/main/README.md for more details.