膠囊網路（Capsule Networks）學習資源匯總

【編者按】為了方便大家更全面地學習膠囊網路，近日，國外博主AI Summary精心製作了一篇膠囊網路資源匯總，包括論文、博客、視頻、代碼實現、討論組、問答等。考慮到其中的部分鏈接已被論智翻譯成中文，因此願意啃英語生肉的讀者請移步英語鏈接，而只想粗略了解一下相關概念，或希望借中文進階學習的讀者可以先從論智的譯文讀起，文章中的中文標題鏈接都指向譯文。

原文：Awesome Capsule Networks

論文

Hinton等的論文

• Matrix capsules with EM routing - Hinton, G. E., Sabour, S. and Frosst, N. (2018)
• Dynamic Routing Between Capsules - Sabour, S., Frosst, N. and Hinton, G.E. (2017)
• Transforming Auto-encoders - Hinton, G. E., Krizhevsky, A. and Wang, S. D. (2011)
• A parallel computation that assigns canonical object-based frames of reference. - Hinton, G.E. (1981)
• Shape representation in parallel systems - Hinton, G.E. (1981)
• Optimizing Neural Networks that Generate Images - Tijmen Tieleman』s disseration

其他論文

• Capsule Network Performance on Complex Data - Xi, E., Bing, S. and Jin, Y. (2017)
• 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)
• An Optimization View on Dynamic Routing Between Capsules - Wang, D., Liu, E. (2018)
• CapsuleGAN: Generative Adversarial Capsule Network Ayush Jaiswal, Wael AbdAlmageed, Premkumar Natarajan. (2018)
• Spectral Capsule Networks - Bahadori, M. T. (2018)

博客

• Max Pechyonkin的膠囊網路入門系列：

1. 膠囊網路背後的直覺
2. 膠囊如何工作
3. 囊間動態路由演算法
4. 膠囊網路架構

• 基於TensorFlow實現膠囊網路 Debarko De的膠囊網路教程，包括注釋詳盡的膠囊網路實現代碼
• 基於CUDA為膠囊網路實現TensorFlow定製操作 Jos van de Wolfshaar的文章，定製膠囊網路運算的CUDA支持
• ISI新研究：膠囊生成對抗網路 用膠囊網路替換CNN作為GAN的判別網路，在MNIST數據集上取得了比卷積GAN更好的表現
• Uncovering the Intuition behind Capsule Networks and Inverse Graphic Tanay Kothari的長篇教程
• A Visual Representation of Capsule Connections in Dynamic Routing Between Capsules Mike Ross的膠囊網路示意圖
• Capsule Networks Are Shaking up AI?—?Here』s How to Use Them Nick Bourdakos的介紹
• Capsule Networks Explained Kendrick Tan的解釋
• Capsule Neural Networks Are Here to Finally Recognize Spatial Relationships. Part 1: CNNs and their problems. Tomer Eldor的教程
• Understanding Dynamic Routing between Capsules (Capsule Networks) Jonathan Hui的教程，包括注釋詳盡的基於Keras的膠囊網路實現代碼
• Matrix capsules with EM routing Adrian Colyer關於EM路由的文章
• Capsule Networks: A Glossary Sebastian Kwiatkowski的膠囊網路術語表
• Overview of awesome articles 點評三篇膠囊網路教程

視頻

• Geoffrey Hinton』s talk: What is wrong with convolutional neural nets? - Geoffrey Hinton在MIT. Brain & Cognitive Sciences的演講《卷積神經網路的問題在哪裡？》
• Capsule Networks (CapsNets) – Tutorial - 「這視頻棒極了。我本希望我能把膠囊解釋得這麼清楚。」Geoffrey Hinton
• Capsule networks: overview - 膠囊網路概覽，包括向量和矩陣膠囊。
• Overview of awesome videos 對以上3個視頻的點評。
• Capsule Networks: An Improvement to Convolutional Networks Siraj Raval介紹膠囊網路的視頻

動態路由實現

官方實現

• Sarasra/models 《Dynamic Routing Between Capsules》論文所用的代碼

TensorFlow

• alisure-ml/CapsNet
• bourdakos1/capsule-networks
• etendue/CapsNet_TF
• InnerPeace-Wu/CapsNet-tensorflow
• jaesik817/adv_attack_capsnet
• jostosh/capsnet
• JunYeopLee/capsule-networks
• laodar/tf_CapsNet
• leoniloris/CapsNet
• naturomics/CapsNet-Tensorflow
• rrqq/CapsNet-tensorflow-jupyter
• thibo73800/capsnet-traffic-sign-classifier
• tjiang31/CapsNet
• winwinJJiang/capsNet-Tensorflow

PyTorch

• acburigo/CapsNet
• adambielski/CapsNet-pytorch
• AlexHex7/CapsNet_pytorch
• aliasvishnu/Capsule-Networks-Notebook-MNIST
• andreaazzini/capsnet.pytorch
• cedrickchee/capsule-net-pytorch
• dragen1860/CapsNet-Pytorch
• gram-ai/capsule-networks
• higgsfield/Capsule-Network-Tutorial
• laubonghaudoi/CapsNet_guide_PyTorch
• leftthomas/CapsNet
• nishnik/CapsNet-PyTorch
• tonysy/CapsuleNet-PyTorch
• Ujjwal-9/CapsNet

Keras

• fengwang/minimal-capsule
• gusgad/capsule-GAN
• mitiku1/Emopy-CapsNet
• ruslangrimov/capsnet-with-capsulewise-convolution
• streamride/CapsNet-keras-imdb
• sunxirui310/CapsNet-Keras
• theblackcat102/dynamic-routing-capsule-cifar
• XifengGuo/CapsNet-Keras
• XifengGuo/CapsNet-Fashion-MNIST

Chainer

• soskek/dynamic_routing_between_capsules

Torch

• mrkulk/Unsupervised-Capsule-Network

MXNet

• AaronLeong/CapsNet_Mxnet
• GarrickLin/Capsnet.Gluon
• Soonhwan-Kwon/capsnet.mxnet

CNTK

• Southworkscom/CapsNet-CNTK

Lasagne

• DeniskaMazur/CapsNet-Lasagne

Matlab

• yechengxi/LightCapsNet

R

• dfalbel/capsnet

JavaScript

• alseambusher/capsnet.js

Vulcan

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

EM路由實現

TensorFlow

• gyang274/capsulesEM
• www0wwwjs1/Matrix-Capsules-EM-Tensorflow

PyTorch

• shzygmyx/Matrix-Capsules-pytorch

其他資源

• Capsule Networks discussion Facebook討論組
• CapsNet-Tensorflow CapsNet-Tensorflow的gitter.im討論組
• Will capsule networks replace neural networks? Quora問答「膠囊網路會取代神經網路嗎？」
• Could GANs work with Hinton』s capsule theory? Quora問答「GAN可以應用Hinton的膠囊理論嗎？」
• Dynamic Routing Between Capsules Kyuhwan Jung對論文《Dynamic routing between Capsules》的評論（slideshare）

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