Webpage for the course

Image generative models

by Prof. Bruno Galerne

Summer school ETICS 2024
Research School on Uncertainty in Scientific Computing
Organized by the Research network on Uncertainty Quantification
at Saissac, France

Monday September 23, 2024, afternoon:

• Course slide: Introduction to generative modeling. Variational autoencoders. Generative Adversarial Networks. (.pdf)
• Lab session: Training a vanilla GAN

Tuesday September 24, 2024, morning:

• Course slides: Diffusion models and inverse problems (.pdf)
• Lab session: Sampling and conditional sampling of a pretrained DDPM model

For a more complete course on the subject see my M2 MVA (ENS Paris-Saclay) course Modèles génératifs pour l’image, shared with Arthur Leclaire (Telecom Paris).