CapsNet

CapsNet (Capsules Net) in Geoffrey E Hinton paper "Dynamic Routing Between Capsules"

Table of Contents

• Documentation
• Discussions Groups
• Implementations by Framework
• Implementations By Dataset
• Implementations By Task
• Implementations By Language

Docs

Papers

• Dynamic Routing Between Capsules, Sara Sabour, Nicholas Frosst, Geoffrey E Hinton, 26 Oct 2017
• MATRIX CAPSULES WITH EM ROUTING, Anonymous authors, ICLR 2018
• Does the Brain do Inverse Graphics?, Geoffrey Hinton, Alex Krizhevsky, Navdeep Jaitly, Tijmen Tieleman & Yichuan Tang, Department of Computer Science, University of Toronto, GSS 2012.

Articles

• Understanding Hinton’s Capsule Networks. Part I: Intuition.
• Understanding Hinton’s Capsule Networks. Part II: How Capsules Work.
• Understanding Hinton’s Capsule Networks. Part III: Dynamic Routing Between Capsules.
• What is a CapsNet or Capsule Network?
• Understanding Dynamic Routing between Capsules (Capsule Networks)
• Matrix capsules with EM routing

Tutorials

• Understand and apply CapsNet on Traffic sign classification
• Running CapsuleNet on TensorFlow

Presentations

• Dynamic Routing Between Capsules

Discussion Groups

• CapsNet-Tensorflow

Implementations by Framework

Pytorch

• leftthomas/CapsNet
• dragen1860/CapsNet-Pytorch
• gram-ai/capsule-networks
• andreaazzini/capsnet.pytorch
• CapsNet-PyTorch
• Ujjwal-9/CapsNet
• cedrickchee/capsule-net-pytorch
• laubonghaudoi/CapsNet_guide_PyTorch
• tonysy/CapsuleNet-PyTorch
• AlexHex7/CapsNet_pytorch

Jupyter Notebook

• acburigo/CapsNet
• leoniloris/CapsNet
• ruslangrimov/capsnet-with-capsulewise-convolution
• aliasvishnu/Capsule-Networks-Notebook-MNIST
• adambielski/CapsNet-pytorch
• rrqq/CapsNet-tensorflow-jupyter

Torch

• leftthomas/FCCapsNet

Tensorflow

• naturomics/CapsNet-Tensorflow
• InnerPeace-Wu/CapsNet-tensorflow
• laodar/tf_CapsNet
• nnUyi/CapsNet
• tjiang31/CapsNet
• rrqq/CapsNet-tensorflow-jupyter
• winwinJJiang/capsNet-Tensorflow
• etendue/CapsNet_TF
• thibo73800/capsnet_traffic_sign_classifier
• bourdakos1/capsule-networks
• jostosh/capsnet
• alisure-ml/CapsNet

Keras

• XifengGuo/CapsNet-Keras
• XifengGuo/CapsNet-Fashion-MNIST
• sunxirui310/CapsNet-Keras
• theblackcat102/dynamic-routing-capsule-cifar
• streamride/CapsNet-keras-imdb
• fengwang/minimal-capsule

MXNet

• AaronLeong/CapsNet_Mxnet)
• Soonhwan-Kwon/capsnet.mxnet

Lasagne

• DeniskaMazur/CapsNet-Lasagne

Chainer

• soskek/dynamic_routing_between_capsules

Matlab

• yechengxi/LightCapsNet

R

• dfalbel/capsnet

JavaScript

• alseambusher/capsnet.js

Other

• jaesik817/adv_attack_capsnet

Implementations By Dataset

MNIST

• leftthomas/CapsNet
• dragen1860/CapsNet-Pytorch
• gram-ai/capsule-networks
• andreaazzini/capsnet.pytorch
• CapsNet-PyTorch
• Ujjwal-9/CapsNet
• cedrickchee/capsule-net-pytorch
• laubonghaudoi/CapsNet_guide_PyTorch
• tonysy/CapsuleNet-PyTorch
• leftthomas/FCCapsNet
• naturomics/CapsNet-Tensorflow
• InnerPeace-Wu/CapsNet-tensorflow
• laodar/tf_CapsNet
• nnUyi/CapsNet
• tjiang31/CapsNet
• rrqq/CapsNet-tensorflow-jupyter
• winwinJJiang/capsNet-Tensorflow
• etendue/CapsNet_TF

IMDB Reviews

• streamride/CapsNet-keras-imdb

Cifar 10

• theblackcat102/dynamic-routing-capsule-cifar

BanglaLekha-Isolated Dataset:

• codeheadshopon/CapsNet_BanglaLekha

Traffic Sign Dataset (German):

• thibo73800/capsnet_traffic_sign_classifier

Iceberg Classification Challenge (Kaggle)

• sdhayalk/CapsNet-for-Iceberg-or-Submarine-Classification
• leftthomas/IcebergClassifier

Implementations by Task

Emotion Recognition

• mitiku1/Emopy-CapsNet

Implementations By Language

Turkish

• deeplearningturkiye/kapsul-agi-capsule-network