胶囊网络资源汇总

来源：AI Summary

编译：weakish

编者按：AI Summary精心挑选的胶囊网络资源汇总，包括论文、博客、视频、代码实现、讨论组、问答。

论文

Hinton等的论文

• Matrix capsules with EM routing - Hinton, G. E., Sabour, S. and Frosst, N. (2018)

  https://openreview.net/forum?id=HJWLfGWRb

• Dynamic Routing Between Capsules - Sabour, S., Frosst, N. and Hinton, G.E. (2017)

  https://arxiv.org/abs/1710.09829

• Transforming Auto-encoders - Hinton, G. E., Krizhevsky, A. and Wang, S. D. (2011)

  http://www.cs.toronto.edu/~fritz/absps/transauto6.pdf

• A parallel computation that assigns canonical object-based frames of reference. - Hinton, G.E. (1981)

  http://www.cs.toronto.edu/~fritz/absps/object-based81.pdf

• Shape representation in parallel systems - Hinton, G.E. (1981)

  http://www.cs.toronto.edu/~fritz/absps/shape81.pdf

• Optimizing Neural Networks that Generate Images - Tijmen Tieleman's disseration

  http://www.cs.toronto.edu/~tijmen/tijmen_thesis.pdf

其他论文

• Capsule Network Performance on Complex Data - Xi, E., Bing, S. and Jin, Y. (2017)

  https://arxiv.org/pdf/1712.03480.pdf

• Accurate reconstruction of image stimuli from human fMRI based on the decoding model with capsule network architecture - Qiao, K., Zhang, C., Wang, L., Yan, B., Chen, J., Zeng, L. and Tong, L., (2018)

  https://arxiv.org/ftp/arxiv/papers/1801/1801.00602.pdf

• An Optimization View on Dynamic Routing Between Capsules - Wang, D., Liu, E. (2018)

  https://openreview.net/forum?id=HJjtFYJDf

• CapsuleGAN: Generative Adversarial Capsule Network Ayush Jaiswal, Wael AbdAlmageed, Premkumar Natarajan. (2018)

  https://arxiv.org/abs/1802.06167

• Spectral Capsule Networks - Bahadori, M. T. (2018)

  https://openreview.net/forum?id=ByVJlqR8G

博客

• Max Pechyonkin的胶囊网络入门系列：

1. 胶囊网络背后的直觉

2. 胶囊如何工作

3. 囊间动态路由算法

4. 胶囊网络架构

• 基于TensorFlow实现胶囊网络 Debarko：De的胶囊网络教程，包括注释详尽的胶囊网络实现代码

• 基于CUDA为胶囊网络实现TensorFlow定制操作：Jos van de Wolfshaar的文章，定制胶囊网络运算的CUDA支持

• ISI新研究：胶囊生成对抗网络：用胶囊网络替换CNN作为GAN的判别网络，在MNIST数据集上取得了比卷积GAN更好的表现

• Uncovering the Intuition behind Capsule Networks and Inverse Graphic ：Tanay Kothari的长篇教程

  https://hackernoon.com/uncovering-the-intuition-behind-capsule-networks-and-inverse-graphics-part-i-7412d121798d

• A Visual Representation of Capsule Connections in Dynamic Routing Between Capsules：Mike Ross的胶囊网络示意图

  https://medium.com/%40mike_ross/a-visual-representation-of-capsule-network-computations-83767d79e737

• Capsule Networks Are Shaking up AI — Here’s How to Use Them：Nick Bourdakos的介绍

  https://hackernoon.com/capsule-networks-are-shaking-up-ai-heres-how-to-use-them-c233a0971952

• Capsule Networks Explained：Kendrick Tan的解释

  https://kndrck.co/posts/capsule_networks_explained/

• Understanding Dynamic Routing between Capsules (Capsule Networks)：Jonathan Hui的教程，包括注释详尽的基于Keras的胶囊网络实现代码

  https://jhui.github.io/2017/11/03/Dynamic-Routing-Between-Capsules/

• Matrix capsules with EM routing：Adrian Colyer关于EM路由的文章

  https://blog.acolyer.org/2017/11/14/matrix-capsules-with-em-routing/

• Capsule Networks: A Glossary：Sebastian Kwiatkowski的胶囊网络术语表

  http://www.aisummary.com/blog/capsule-networks-glossary/

• Overview of awesome articles：点评三篇胶囊网络教程

  http://www.aisummary.com/blog/three-complementary-capsule-network-tutorials/

视频

• Geoffrey Hinton's talk: What is wrong with convolutional neural nets? - Geoffrey Hinton在MIT. Brain & Cognitive Sciences的演讲《卷积神经网络的问题在哪里？》

  https://www.youtube.com/watch?v=rTawFwUvnLE

• Capsule Networks (CapsNets) – Tutorial - “这视频棒极了。我本希望我能把胶囊解释得这么清楚。”Geoffrey Hinton

  https://www.youtube.com/watch?v=pPN8d0E3900

• Capsule networks: overview - 胶囊网络概览，包括向量和矩阵胶囊。

  https://www.youtube.com/watch?v=YqazfBLLV4U

• Overview of awesome videos 对以上3个视频的点评。

  http://www.aisummary.com/blog/watch-three-videos-understand-capsule-networks/

• Capsule Networks: An Improvement to Convolutional Networks Siraj Raval介绍胶囊网络的视频

  https://www.youtube.com/watch?v=VKoLGnq15RM

动态路由实现

官方实现

• Sarasra/models 《Dynamic Routing Between Capsules》论文所用的代码

  https://github.com/Sarasra/models

  https://arxiv.org/abs/1710.09829

TensorFlow

• alisure-ml/CapsNet

  https://github.com/alisure-ml/CapsNet

• bourdakos1/capsule-networks

  https://github.com/bourdakos1/capsule-networks

• etendue/CapsNet_TF

  https://github.com/etendue/CapsNet_TF

• InnerPeace-Wu/CapsNet-tensorflow

  https://github.com/InnerPeace-Wu/CapsNet-tensorflow

• jaesik817/advattackcapsnet

  https://github.com/jaesik817/adv_attack_capsnet

• jostosh/capsnet

  https://github.com/jostosh/capsnet

• JunYeopLee/capsule-networks

  https://github.com/JunYeopLee/capsule-networks

• laodar/tf_CapsNet

  https://github.com/laodar/tf_CapsNet

• leoniloris/CapsNet

  https://github.com/leoniloris/CapsNet

• naturomics/CapsNet-Tensorflow

  https://github.com/naturomics/CapsNet-Tensorflow

• rrqq/CapsNet-tensorflow-jupyter

  https://github.com/rrqq/CapsNet-tensorflow-jupyter

• thibo73800/capsnet-traffic-sign-classifier

  https://github.com/thibo73800/capsnet-traffic-sign-classifier

• tjiang31/CapsNet

  https://github.com/tjiang31/CapsNet

• winwinJJiang/capsNet-Tensorflow

  https://github.com/winwinJJiang/capsNet-Tensorflow

PyTorch

• acburigo/CapsNet

  https://github.com/acburigo/CapsNet

• adambielski/CapsNet-pytorch

  https://github.com/adambielski/CapsNet-pytorch

• AlexHex7/CapsNet_pytorch

  https://github.com/AlexHex7/CapsNet_pytorch

• aliasvishnu/Capsule-Networks-Notebook-MNIST

  https://github.com/aliasvishnu/Capsule-Networks-Notebook-MNIST

• andreaazzini/capsnet.pytorch

  https://github.com/andreaazzini/capsnet.pytorch

• cedrickchee/capsule-net-pytorch

  https://github.com/cedrickchee/capsule-net-pytorch

• dragen1860/CapsNet-Pytorch

  https://github.com/dragen1860/CapsNet-Pytorch

• gram-ai/capsule-networks

  https://github.com/gram-ai/capsule-networks

• higgsfield/Capsule-Network-Tutorial

  https://github.com/higgsfield/Capsule-Network-Tutorial

• laubonghaudoi/CapsNetguidePyTorch

  https://github.com/laubonghaudoi/CapsNet_guide_PyTorch

• leftthomas/CapsNet

  https://github.com/leftthomas/CapsNet

• nishnik/CapsNet-PyTorch

  https://github.com/nishnik/CapsNet-PyTorch

• tonysy/CapsuleNet-PyTorch

  https://github.com/tonysy/CapsuleNet-PyTorch

• Ujjwal-9/CapsNet

  https://github.com/Ujjwal-9/CapsNet

Keras

• fengwang/minimal-capsule

  https://github.com/fengwang/minimal-capsule

• gusgad/capsule-GAN

  https://github.com/gusgad/capsule-GAN

• mitiku1/Emopy-CapsNet

  https://github.com/mitiku1/Emopy-CapsNet

• ruslangrimov/capsnet-with-capsulewise-convolution

  https://github.com/ruslangrimov/capsnet-with-capsulewise-convolution

• streamride/CapsNet-keras-imdb

  https://github.com/streamride/CapsNet-keras-imdb

• sunxirui310/CapsNet-Keras

  https://github.com/sunxirui310/CapsNet-Keras

• theblackcat102/dynamic-routing-capsule-cifar

  https://github.com/theblackcat102/dynamic-routing-capsule-cifar

• XifengGuo/CapsNet-Keras

  https://github.com/XifengGuo/CapsNet-Keras

• XifengGuo/CapsNet-Fashion-MNIST

  https://github.com/XifengGuo/CapsNet-Fashion-MNIST

Chainer

• soskek/dynamicroutingbetween_capsules

  https://github.com/soskek/dynamic_routing_between_capsules

Torch

• mrkulk/Unsupervised-Capsule-Network

  https://github.com/mrkulk/Unsupervised-Capsule-Network

MXNet

• AaronLeong/CapsNet_Mxnet

  https://github.com/AaronLeong/CapsNet_Mxnet

• GarrickLin/Capsnet.Gluon

  https://github.com/GarrickLin/Capsnet.Gluon

• Soonhwan-Kwon/capsnet.mxnet

  https://github.com/Soonhwan-Kwon/capsnet.mxnet

CNTK

• Southworkscom/CapsNet-CNTK

  https://github.com/southworkscom/CapsNet-CNTK

Lasagne

• DeniskaMazur/CapsNet-Lasagne

  https://github.com/DeniskaMazur/CapsNet-Lasagne

Matlab

• yechengxi/LightCapsNet

  https://github.com/yechengxi/LightCapsNet

R

• dfalbel/capsnet

  https://github.com/dfalbel/capsnet

JavaScript

• alseambusher/capsnet.js

  https://github.com/alseambusher/capsnet.js

Vulcan

• moothyknight/CapsNet-for-Graphics-Rendering-Optimization

  https://github.com/moothyknight/CapsNet-for-Graphics-Rendering-Optimization

EM路由实现

TensorFlow

• gyang274/capsulesEM

  https://github.com/gyang274/capsulesEM

• www0wwwjs1/Matrix-Capsules-EM-Tensorflow

  https://github.com/www0wwwjs1/Matrix-Capsules-EM-Tensorflow

PyTorch

• shzygmyx/Matrix-Capsules-pytorch

  https://github.com/shzygmyx/Matrix-Capsules-pytorch

其他资源

• Capsule Networks discussion Facebook讨论组

  https://www.facebook.com/groups/1830303997268623

• CapsNet-Tensorflow CapsNet-Tensorflow的gitter.im讨论组

  https://gitter.im/CapsNet-Tensorflow/Lobby

• Will capsule networks replace neural networks? Quora问答“胶囊网络会取代神经网络吗？”

  https://www.quora.com/Will-capsule-networks-replace-neural-networks

• Could GANs work with Hinton's capsule theory? Quora问答“GAN可以应用Hinton的胶囊理论吗？”

  https://www.quora.com/Could-GANs-work-with-Hintons-capsule-theory

• Dynamic Routing Between Capsules Kyuhwan Jung对论文《Dynamic routing between Capsules》的评论（slideshare）

  https://www.slideshare.net/kyuhwanjung/vuno-dl-seminarcapsnetskyuhwanjung20171109