MICCAI 2020 Educational Challenge - Introduction to Graph Deep Learning
Channel: Andreas Maier
Date: 2020-08-14

This video gives a quick introduction to graph deep learning looking at the concept of graph convolutions in spectral and spatial domain. This video is an edit of the two lectures in the deep learning lecture here:
https://www.youtube.com/playlist?list=PLpOGQvPCDQzvgpD3S0vTy7bJe2pf_yJFj

Many thanks to the great introduction by Michael Bronstein on MISS 2018!
https://www.youtube.com/watch?v=P4yTKhcQqOk&list=PL_VeUGLULXQux1dV4iA3XuMX6AueJmGGa&index=10&t=0s

References
[1] Kipf, Thomas N., and Max Welling. "Semi-supervised classification with graph convolutional networks." arXiv preprint arXiv:1609.02907 (2016).
[2] Hamilton, Will, Zhitao Ying, and Jure Leskovec. "Inductive representation learning on large graphs." Advances in neural information processing systems. 2017.
[3] Wolterink, Jelmer M., Tim Leiner, and Ivana Išgum. "Graph convolutional networks for coronary artery segmentation in cardiac CT angiography." International Workshop on Graph Learning in Medical Imaging. Springer, Cham, 2019.
[4] Wu, Zonghan, et al. "A comprehensive survey on graph neural networks." arXiv preprint arXiv:1901.00596 (2019).
[5] Bronstein, Michael et al. Lecture “Geometric deep learning on graphs and manifolds” held at SIAM Tutorial Portlan (2018)

Image References
[a] https://de.serlo.org/mathe/funktionen/funktionsbegriff/funktionen-graphen/graph-funktion
[b] https://www.nwrfc.noaa.gov/snow/plot_SWE.php?id=AFSW1
[c] https://tennisbeiolympia.wordpress.com/meilensteine/steffi-graf/
[d] https://www.pinterest.de/pin/624381935818627852/
[e] https://www.uihere.com/free-cliparts/the-pentagon-pentagram-symbol-regular-polygon-golden-five-pointed-star-2282605
[f] http://geometricdeeplearning.com/ (Geometric Deep Learning on Graphs and Manifolds)
[g] https://i.stack.imgur.com/NU7y2.png
[h] https://de.wikipedia.org/wiki/Datei:Convolution_Animation_(Gaussian).gif
[i]https://www.researchgate.net/publication/306293638/figure/fig1/AS:396934507450372@1471647969381/Example-of-centerline- extracted-left-and-coronary-artery-tree-mesh-reconstruction.png
[j] https://www.eurorad.org/sites/default/files/styles/figure_image_teaser_large/public/figure_image/2018-08/0000015888/000006.jpg?itok=hwX1sbCO

Video References:
Two Minute Papers feat. Alvaro Sanchez-Gonzalez
https://youtu.be/2Bw5f4vYL98
Wimbledon 1995 Women's Final
https://youtu.be/QeIvRm-GMAM
Lex Fridman's channel
https://www.youtube.com/channel/UCSHZKyawb77ixDdsGog4iWA

Further Reading:
A gentle Introduction to Deep Learning
https://www.sciencedirect.com/science/article/pii/S093938891830120X