A curated list of deep learning resources for capsule networks (CapsNet)
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README.md

README.md

Awesome Capsule Networks

A curated list of deep learning resources for capsule networks (CapsNet)

Contributing

Feel free to pull requests if you stumple upon work related to capsule networks.

Papers

Date Title Author
2012 Does the Brain do Inverse Graphics? [Presentation] Geoffrey Hinton, Alex Krizhevsky, Navdeep Jaitly, Tijmen Tieleman & Yichuan Tang
26.10.17 Dynamic Routing Between Capsules [Paper] Sara Sabour, Nicholas Frosst, Geoffrey E Hinton
26.10.17 Matrix Capsules With EM Routing [Paper] Geoffrey E Hinton, Sara Sabour, Nicholas Frosst
10.12.17 Capsule Network Performance on Complex Data [Paper] Edgar Xi, Selina Bing, Yang Jin
02.01.18 Accurate reconstruction of image stimuli from human fMRI based on the decoding model with capsule networkarchitecture[Paper] Kai Qiao, Chi Zhang, Linyuan Wang, Bin Yan, Jian Chen, Lei Zeng, Li Tong
29.01.18 Deep Reinforcement Learning using Capsules in Advanced Game Environments [Paper] Per-Arne Andersen

Code

URL Language Description Dataset
https://github.com/XifengGuo/CapsNet-Keras Python CapsNet implementation in Python using Keras MNIST
https://github.com/gram-ai/capsule-networks LUA MNIST

Tutorials

Date Title Author
November 2017 Understanding Hinton’s Capsule Networks [Link] Max Pechyonkin
November 2017 Capsule Networks Are Shaking up AI — Here’s How to Use Them [Link] Nick Bourdakos
October 2017 What is a CapsNet or Capsule Network? [Link] Debarko De