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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

Multi-level Dense Capsule Networks

S. S. R. Phaye, A. Sikka, A. Dhall and D. R. Bathula (2018)

An Optimization View on Dynamic Routing Between Capsules

Wang, D., Liu, E. (2018)

Spectral Capsule Networks

Bahadori, M. T. (2018)

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)

CapsuleGAN: Generative Adversarial Capsule Network

Jaiswal, A., AbdAlmageed, W. and Natarajan, P. (2018)

Brain Tumor Type Classification via Capsule Networks

Afshar, Parnian., Mohammadi, A., and Plataniotis, K. N. (2018)

Sentiment Analysis by Capsules

Wang, Y., Sun, A., Han, J., Liu, Y. and Zhu, X. (2018)

Capsules for Object Segmentation

LaLonde, R. and Bagci, U. (2018)

Sparse Unsupervised Capsules Generalize Better

Rawlinson, D., Ahmed, A. and Kowadlo, G. (2018)

VideoCapsuleNet: A Simplified Network for Action Detection

Duarte, K., Rawat, Y.S. and Shah, M. (2018)

Fast CapsNet for Lung Cancer Screening

Mobiny, A. and Nguyen, H.V. (2018)

Automated Classification of Apoptosis in Phase Contrast Microscopy Using Capsule Network

Mobiny, A., Lu H., Nguyen, H.V., Roysam, B. and Varadarajan, N. (2019) (code)

Geoffrey Hinton's talk: What is wrong with convolutional neural nets?

Talk given at MIT. Brain & Cognitive Sciences - Fall Colloquium Series.

Capsule Networks (CapsNets) – Tutorial

"This is an amazingly good video. I wish I could explain capsules that well." (Geoffrey Hinton)

Capsule networks: overview

Overview of Hinton's capsule networks, including vector and matrix capsules.

Overview of awesome videos

Part 1: Intuition

Part 2: How Capsules Work

Part 3: Dynamic Routing Between Capsules

Part 4: CapsNet Architecture

Uncovering the Intuition behind Capsule Networks and Inverse Graphic

Tanay Kothari's long-form tutorial

A Visual Representation of Capsule Connections in Dynamic Routing Between Capsules

Mike Ross's diagram

What is a CapsNet or Capsule Network?

Debarko De's tutorial with commented code

Capsule Networks Are Shaking up AI — Here’s How to Use Them

Nick Bourdakos's introduction

Understanding Capsule Networks — AI’s Alluring New Architecture

Nick Bourdakos's deeper explanation about capsules with the visualization tool

Capsule Networks Explained

Kendrick Tan's explanation

Understanding Dynamic Routing between Capsules (Capsule Networks)

Jonathan Hui's tutorial with commented code

Matrix capsules with EM routing

Adrian Colyer's post on EM routing

Cuda, TensorFlow and Capsule Networks

Jos van de Wolfshaar's post on custom TensorFlow Ops with CUDA support for the prediction operation

Capsule Networks: A Glossary

Sebastian Kwiatkowski's glossary

Overview of awesome articles

Sarasra/models

The official models used in Dynamic Routing Between Capsules

soskek/dynamic_routing_between_capsules

Southworkscom/CapsNet-CNTK

XifengGuo/CapsNet-Keras

gusgad/capsule-GAN

yechengxi/LightCapsNet

A Matlab implementation of the capsule networks (or capsnet).

Soonhwan-Kwon/capsnet.mxnet

gram-ai/capsule-networks

higgsfield/Capsule-Network-Tutorial

Pytorch easy-to-follow Capsule Network tutorial.

danielhavir/capsule-network

dfalbel/capsnet

naturomics/CapsNet-Tensorflow

bourdakos1/capsule-networks

JunYeopLee/capsule-networks

jaesik817/adv_attack_capsnet

thibo73800/capsnet-traffic-sign-classifier

mrkulk/Unsupervised-Capsule-Network

Capsule Networks discussion

A Facebook discussion group

loretoparisi/CapsNet

Loreto Parisi's list of capsule network resources

Will capsule networks replace neural networks?

A question discussed on Quora

Capsule Networks HW

Homework assignwork in a Python Notebook format

CapsNet-Tensorflow

CapsNet-Tensorflow's gitter.im group