awesome-capsule-networks

A curated list of awesome resources related to capsule networks
https://github.com/sekwiatkowski/awesome-capsule-networks

Last synced: 1 day ago
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Papers
- Preprints
  - Sentiment Analysis by Capsules - Wang, Y., Sun, A., Han, J., Liu, Y. and Zhu, X. (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)](https://github.com/amobiny/Deep_Capsule_Network)
  - Capsules for Object Segmentation - LaLonde, R. and Bagci, U. (2018)
  - Capsule Network Performance on Complex Data - Xi, E., Bing, S. and Jin, Y. (2017)
  - 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)
- Other papers
  - Multi-level Dense Capsule Networks - S. S. R. Phaye, A. Sikka, A. Dhall and D. R. Bathula (2018)
- Papers by Hinton et al.
  - 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
- Under review
  - An Optimization View on Dynamic Routing Between Capsules - Wang, D., Liu, E. (2018)
  - Spectral Capsule Networks - Bahadori, M. T. (2018)
Sharing
Dynamic routing implementations
- Official implementation
  - Sarasra/models - The official models used in [Dynamic Routing Between Capsules](https://arxiv.org/abs/1710.09829)
- Chainer
  - soskek/dynamic_routing_between_capsules
- CNTK
  - Southworkscom/CapsNet-CNTK
- Keras
  - XifengGuo/CapsNet-Keras
  - gusgad/capsule-GAN
- Matlab
  - yechengxi/LightCapsNet
- MXNet
  - Soonhwan-Kwon/capsnet.mxnet
- PyTorch
- R
  - dfalbel/capsnet
- TensorFlow
- Torch
  - mrkulk/Unsupervised-Capsule-Network
Other resources
- Torch
  - loretoparisi/CapsNet - Loreto Parisi's list of capsule network resources
  - Capsule Networks discussion - A Facebook discussion group
  - Will capsule networks replace neural networks? - A question discussed on Quora
  - Capsule Networks HW - Homework assignwork in a Python Notebook format
Contributing
- pull a request
- pull a request
Videos
- Preprints
  - Geoffrey Hinton's talk: What is wrong with convolutional neural nets? - Talk given at MIT. Brain & Cognitive Sciences - Fall Colloquium Series.
  - Capsule networks: overview - Overview of Hinton's capsule networks, including vector and matrix capsules.
  - Overview of awesome videos
  - Capsule Networks (CapsNets) – Tutorial - "This is an amazingly good video. I wish I could explain capsules that well." (Geoffrey Hinton)
Blogs
- Preprints
  - 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 Explained - Kendrick Tan's explanation
  - Understanding Dynamic Routing between Capsules (Capsule Networks)
  - 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
  - Capsule Networks Are Shaking up AI — Here’s How to Use Them - Nick Bourdakos's introduction

Programming Languages

Python 11 Jupyter Notebook 3 Lua 1 R 1 Matlab 1

Categories

Sharing 53 Papers 24 Dynamic routing implementations 16 Blogs 14 Videos 4 Other resources 4 License 2 Contributing 2

Sub Categories

Preprints 33 Torch 7 Papers by Hinton et al. 6 TensorFlow 4 PyTorch 3 Under review 2 Keras 2 Chainer 1 Other papers 1 MXNet 1 Official implementation 1 Matlab 1 CNTK 1 R 1

Keywords

capsnet 8 capsule-network 6 capsule 5 dynamic-routing 4 keras 3 tensorflow 3 mnist 3 pytorch 3 mxnet 2 capsule-networks 2 machine-learning 2 deep-learning 2 hinton 2 chainer 2 cntk 1 nips-2017 1 capsnet-keras 1 cnn 1 gan 1 generative-adversarial-network 1 python 1 matlab 1 capsulenet-mxnet 1 dynamic-routing-between-capsules 1 clean-code 1 easy-to-use 1 pytorch-tutorials 1 routing-algorithm 1 capsules-net 1 convolutional-neural-networks 1 neural-network 1 deeplearning 1 lasagne 1