/analyzing_inverse_problems

Code for the paper "Analyzing inverse problems with invertible neural networks." (2018)

Primary LanguageJupyter Notebook

"Analyzing inverse problems with invertible neural networks." (2018)

https://arxiv.org/abs/1808.04730

Contents

  • experiments/toy_8-modes contains a jupyter notebook for the gaussian mixture example
  • experiments/inverse_problems_science contains the research code used for the science problems (without the datasets, as these are published separately)

Dependencies

Except for pytorch, any fairly recent version will probably work, these are just the confirmed ones.

FrEIA is available at https://github.com/VLL-HD/FrEIA

Package Version
FrEIA 0.1.0
Pytorch 1.0.X
Numpy 1.15.0
Matplotlib 2.2.3
Visdom 0.1.8.5
Torchvision 0.2.1
scikit-learn 0.20.3