Deep-Generative-Modelling

Generative models using Deep convolutional Networks.

Data collection and pre-processing

CelebA dataset by Jessica Li and team.
Cropped to square and resized to (160, 160, 3). (Gray scale images can also be used if computation is expensive).
Stored in a zip file without compromizing the file names.
Refer preprocess_images.ipynb for more details.

Here is a collage of preprocessed images

The model architecture

An up-sampling convolutional network for the Generator.
A down-sampling convolutional network for the Discriminator.

Generator architecture

Discriminator architecture