# Capsulepaper
论文
Hinton等的论文
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
其他论文
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的胶囊网络入门系列:
胶囊网络背后的直觉
胶囊如何工作
囊间动态路由算法
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
A Visual Representation of Capsule Connections in Dynamic Routing Between Capsules Mike Ross的胶囊网络示意图
Capsule Networks Are Shaking up AI — Here’s How to Use Them Nick Bourdakos的介绍
Capsule Networks Explained Kendrick Tan的解释
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
Matrix capsules with EM routing Adrian Colyer关于EM路由的文章
Capsule Networks: A Glossary Sebastian Kwiatkowski的胶囊网络术语表
Overview of awesome articles 点评三篇胶囊网络教程
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?》
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
Capsule networks: overview - 胶囊网络概览,包括向量和矩阵胶囊。
Overview of awesome videos 对以上3个视频的点评。
Capsule Networks: An Improvement to Convolutional Networks Siraj Raval介绍胶囊网络的视频
动态路由实现
官方实现
Sarasra/models 《Dynamic Routing Between Capsules》论文所用的代码
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路由实现
TensorFlow
gyang274/capsulesEM
www0wwwjs1/Matrix-Capsules-EM-Tensorflow
PyTorch
shzygmyx/Matrix-Capsules-pytorch
其他资源
Capsule Networks discussion Facebook讨论组
CapsNet-Tensorflow CapsNet-Tensorflow的gitter.im讨论组
Will capsule networks replace neural networks? Quora问答“胶囊网络会取代神经网络吗?”
Could GANs work with Hinton’s capsule theory? Quora问答“GAN可以应用Hinton的胶囊理论吗?”
Dynamic Routing Between Capsules Kyuhwan Jung对论文《Dynamic routing between Capsules》的评论(slideshare)
M. T. (2018) 博客 Max Pechyonkin的胶囊网络入门系列zip
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