胶囊网络（Capsule Networks）学习资源汇总

2024年3月8日 283次阅读来源: 论智

【编者按】为了方便大家更全面地学习胶囊网络，近日，国外博主AI Summary精心制作了一篇胶囊网络资源汇总，包括论文、博客、视频、代码实现、讨论组、问答等。考虑到其中的部分链接已被论智翻译成中文，因此愿意啃英语生肉的读者请移步英语链接，而只想粗略了解一下相关概念，或希望借中文进阶学习的读者可以先从论智的译文读起，文章中的中文标题链接都指向译文。

原文：Awesome Capsule Networks
感谢原作者AI Summary基于CC-BY 4.0授权论智编译，如需转载，请按许可条款规范转载。

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：

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
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

PyTorch

Keras

Chainer

soskek/dynamic_routing_between_capsules

Torch

mrkulk/Unsupervised-Capsule-Network

MXNet

CNTK

Southworkscom/CapsNet-CNTK

Lasagne

DeniskaMazur/CapsNet-Lasagne

Matlab

yechengxi/LightCapsNet

dfalbel/capsnet

JavaScript

alseambusher/capsnet.js

Vulcan

moothyknight/CapsNet-for-Graphics-Rendering-Optimization

EM路由实现

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）

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    原文作者：论智
    原文地址: https://zhuanlan.zhihu.com/p/34336279
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