Gaussian Process Deconvolution

This repository contains the code used in

• Felipe Tobar, Arnaud Robert, Jorge F. Silva. Gaussian process deconvolution. Proceedings of the Royal Society A, in press, 2023.

The code replicates the illustrative examples and the experiments in the paper:

• Folder f1 contains examples and the first experiment (deconvolution of an audio signal)
• Folder f2 contains more examples and the second experiment (non-blind/blind deconvolution of images)

All data used in the article (and this repo) is either synthetic or public. Experiment 1 uses audio data from here, while Experiment 2 uses CIFAR-10.

For an up to date version of this code, which might include additional experiments, please visit the Github repository https://github.com/GAMES-UChile/Gaussian-Process-Deconvolution