"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 | +---------------------------+-------------------------------+