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:

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

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