/graph_convnet_retina

Implementation of graph CNN with Eye defect detection

Primary LanguageHTMLMIT LicenseMIT

Graph ConvNets in PyTorch

Jan, 2019

Rishabh Gupta

https://github.com/rishabhguptagithub

Description

Prototype implementation in PyTorch of the NIPS'16 paper:
Convolutional Neural Networks on Graphs with Fast Localized Spectral Filtering
M Defferrard, X Bresson, P Vandergheynst
Advances in Neural Information Processing Systems, 3844-3852, 2016
ArXiv preprint: arXiv:1606.09375

Installation

git clone https://github.com/xbresson/graph_convnets_pytorch.git
cd graph_convnets_pytorch
pip install -r requirements.txt # installation for python 3.6.2
python check_install.py
jupyter notebook # run the 2 notebooks

When to use this algorithm?

Any problem that can be cast as analyzing a set of signals on a fixed graph, and you want to use ConvNets for this analysis.