generative-models

Simple implementations from scratch to learn and get started.

train a simple GAN on MNIST
compute FID
corrupt MNIST using ImageNet-C corruptions
code to train digit and noise classifiers on MNIST
explore GAN to interpolate between samples, find noise direction using classifier...

Sources

Name		Name	Last commit message	Last commit date
Latest commit History 39 Commits
imagenet_c		imagenet_c
models		models
old		old
pytorch_fid		pytorch_fid
.gitignore		.gitignore
README.md		README.md
calculate_fid.ipynb		calculate_fid.ipynb
corrupt_MNIST.ipynb		corrupt_MNIST.ipynb
dataset.py		dataset.py
explore_GAN.ipynb		explore_GAN.ipynb
models.py		models.py
train_GAN.ipynb		train_GAN.ipynb
train_classifier_MNIST.ipynb		train_classifier_MNIST.ipynb
train_noise_classifier_MNIST.ipynb		train_noise_classifier_MNIST.ipynb
utils.py		utils.py