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Deep image prior

In this repository we provide Jupyter Notebooks to reproduce each figure from the paper:

Deep Image Prior

CVPR 2018

Dmitry Ulyanov, Andrea Vedaldi, Victor Lempitsky

Origin

This project is based in the paper Deep Image Prior https://arxiv.org/abs/1711.10925 and code from https://github.com/DmitryUlyanov/deep-image-prior

Authors: Bo Chen, Hongpeng Guo, Xinyang Liu, Yufei Ruan and Zhe Yang.

Install

Here is the list of libraries you need to install to execute the code:

  • python = 3.6
  • pytorch = 0.4
  • numpy
  • scipy
  • matplotlib
  • scikit-image
  • jupyter

All of them can be installed via conda (anaconda), e.g.

conda install jupyter

or create an conda env with all dependencies via environment file

conda env create -f environment.yml

Citation

@article{UlyanovVL17,
    author    = {Ulyanov, Dmitry and Vedaldi, Andrea and Lempitsky, Victor},
    title     = {Deep Image Prior},
    journal   = {arXiv:1711.10925},
    year      = {2017}
}

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