Generative Adversarial Networks

• Modelli Generativi:
  • Variational Autoencoders (Slides, notebook di accompagnamento).
  • Adversarial Learning ()Slides, notebook di accompagnamento).

Riferimenti bibliografici

• [Elg20], Ch. 8, 9.3.

Link utili

• Autoencoding Variational Bayes
• Stochastic Backpropagation and Approximate Inference in Deep Generative Models
• What is a Variational Autoencoder
• Variational Autoencoder for Deep Learning of Images, Labels and Captions
• Towards Visually Explaining Variational Autoencoders
• Understanding VAEs
• Improved Variational Inference with Inverse Autoregressive Flow
• Semi-supervised Variational Autoencoders
• Deep Generative Models
• Generative Models
• $\beta$-VAE: Learning Basic Visual Concepts with a Constrained Variational Framework
• Deep Generative Models
• Generative Adversarial Networks
• Understanding Generative Adversarial Networks
• Improved Techniques for training GANs
• How (not) to train your Generative Model: Scheduled Sampling, Likelihood, Adversary?
• GANs Trained by a Two Time-Scale Update Rule Converge to a Local Nash Equilibrium
• Do GAN actually Learn the Distribution?
• Progressive Growing of GANs for Improved Quality, Stability and Variation
• Are GANs Created Equal? A Large-Scale Study
• Wasserstein GANs
• Wasserstein GANs: Blog posts 1, 2, 3, 4
• Improved training fo Wasserstein GANs (with some tricks on how to implement it in Pytorch)
• A collection of Generative Models in Pytorch
• How to train a GAN? (video)
• MSG-GAN: Multi-Scale Gradients for Generative Adversarial Networks
• Conditional Generative Adversarial Networks
• Image to image translation with Conditional Adversarial Networks
• A gentle introduction to CycleGAN for Image Translation
• Unpaired Image-to-image Translation using Cycle-Consistent Adversarial Networks
• Augmented Cyclic Adversarial Learning for Low Resource Domain Adaptation
• Understanding and Implementing CycleGAN
• Conditional Image Synthesis with Auxiliary Classifier GANs
• An Introduction to Image Synthesis with Generative Adversarial Nets
• Large-Scale GAN Training for High-Fidelity Natural Image Synthesis
• GANs for Medical Image Analysis
• The GAN Zoo
• GAN and Deepfakes resources
• How deep learning fakes videos and how to detect it
• Deepfakes: The ugly, and the good
• Deepfake Videos: GAN synthesizes a Video from a Single Photo
• Neural Style Transfer Tutorial
• A Neural algorithm of Artistic Style
• A Deep Journey into Superresolution