Experiments on Neural ODEs for Denoising and Other Problems
The Anaconda environment used during development has been provided as a .yml file:
conda env create -f NODE_env.yml
source activate NODE
Afterwards, make sure you install torchdiffeq:
git clone https://github.com/kfallah/NODE-Denoiser.git
cd NODE-Denoiser/torchdiffeq
pip install -e .
[1] Ricky T. Q. Chen, Yulia Rubanova, Jesse Bettencourt, David Duvenaud. "Neural Ordinary Differential Equations." Advances in Neural Processing Information Systems. 2018. [arxiv]
[2] Emilien Dupont, Arnaud Doucet, Yee Whye Teh. "Augmented Neural ODEs." 2019. [arxiv]
[3] Kai Zhang, Wangmeng Zuo, Yunjin Chen, Deyu Meng, Lei Zhang. "Beyond a Gaussian Denoiser: Residual Learning of Deep CNN for Image Denoising." 2016. [arxiv]