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
