# Capsule Network

- Papers and sources: [[sekwiatkowski/awesome-capsule-networks]](https://github.com/sekwiatkowski/awesome-capsule-networks).

## Methods
- [2011 ICANN] **Transforming Auto-Encoders**, [[paper]](https://www.cs.toronto.edu/~hinton/absps/transauto6.pdf), [[bibtex]](/Bibtex/Transforming%20Auto-Encoders.bib), sources: [[ndrplz/transforming-autoencoders]](https://github.com/ndrplz/transforming-autoencoders).
- [2017 NIPS] **Dynamic Routing Between Capsules**, [[paper]](https://papers.nips.cc/paper/6975-dynamic-routing-between-capsules.pdf), [[bibtex]](/Bibtex/Dynamic%20Routing%20Between%20Capsules.bib), [[blog]](https://jhui.github.io/2017/11/03/Dynamic-Routing-Between-Capsules/), [[Understanding Hinton’s Capsule Networks]](https://medium.com/ai³-theory-practice-business/understanding-hintons-capsule-networks-part-i-intuition-b4b559d1159b), sources: [[soskek/dynamic_routing_between_capsules]](https://github.com/soskek/dynamic_routing_between_capsules), [[naturomics/CapsNet-Tensorflow]](https://github.com/naturomics/CapsNet-Tensorflow), [[XifengGuo/CapsNet-Keras]](https://github.com/XifengGuo/CapsNet-Keras).
- [2018 ICLR] **Matrix Capsules with EM Routing**, [[paper]](https://openreview.net/pdf?id=HJWLfGWRb), [[bibtex]](/Bibtex/Matrix%20Capsules%20with%20EM%20Routing.bib), sources: [[IBM/matrix-capsules-with-em-routing]](https://github.com/IBM/matrix-capsules-with-em-routing), [[www0wwwjs1/Matrix-Capsules-EM-Tensorflow]](https://github.com/www0wwwjs1/Matrix-Capsules-EM-Tensorflow), [[yl-1993/Matrix-Capsules-EM-PyTorch]](https://github.com/yl-1993/Matrix-Capsules-EM-PyTorch), [[gyang274/capsulesEM]](https://github.com/gyang274/capsulesEM).
- [2019 Arxiv] **Reducing the dilution: An analysis of the information sensitiveness of capsule network with a practical improvement method**, [[paper]](https://arxiv.org/pdf/1903.10588.pdf), [[bibtex]](/Bibtex/Reducing%20the%20dilution%20-%20An%20analysis%20of%20the%20information%20sensitiveness%20of%20capsule%20network%20with%20a%20practical%20improvement%20method.bib).
- [2019 NeurIPS] **Stacked Capsule Autoencoders**, [[paper]](https://papers.nips.cc/paper/9684-stacked-capsule-autoencoders.pdf), [[bibtex]](/Bibtex/Stacked%20Capsule%20Autoencoders.bib), [[blog]](http://akosiorek.github.io/ml/2019/06/23/stacked_capsule_autoencoders.html), sources: [[google-research/stacked_capsule_autoencoders]](https://github.com/google-research/google-research/tree/master/stacked_capsule_autoencoders).

## Applications
- [2018 ECCV] **CapsuleGAN: Generative Adversarial Capsule Network**, [[paper]](http://openaccess.thecvf.com/content_ECCVW_2018/papers/11131/Jaiswal_CapsuleGAN_Generative_Adversarial_Capsule_Network_ECCVW_2018_paper.pdf), [[bibtex]](/Bibtex/CapsuleGAN%20-%20Generative%20Adversarial%20Capsule%20Network.bib), sources: [[gusgad/capsule-GAN]](https://github.com/gusgad/capsule-GAN).
- [2018 EMNLP] **MCapsNet: Capsule Network for Text with Multi-Task Learning**, [[paper]](https://www.aclweb.org/anthology/D18-1486.pdf), [[bibtex]](/Bibtex/MCapsNet%20-%20Capsule%20Network%20for%20Text%20with%20Multi-Task%20Learning.bib).
- [2018 EMNLP] **Investigating Capsule Networks with Dynamic Routing for Text Classification**, [[paper]](https://www.aclweb.org/anthology/D18-1350.pdf), [[bibtex]](/Bibtex/Investigating%20Capsule%20Networks%20with%20Dynamic%20Routing%20for%20Text%20Classification.bib), sources: [[andyweizhao/capsule_text_classification]](https://github.com/andyweizhao/capsule_text_classification).
- [2018 EMNLP] **Attention-Based Capsule Networks with Dynamic Routing for Relation Extraction**, [[paper]](https://www.aclweb.org/anthology/D18-1120.pdf), [[bibtex]](/Bibtex/Attention-Based%20Capsule%20Networks%20with%20Dynamic%20Routing%20for%20Relation%20Extraction.bib).
- [2018 NeurIPS] **VideoCapsuleNet: A Simplified Network for Action Detection**, [[paper]](https://papers.nips.cc/paper/7988-videocapsulenet-a-simplified-network-for-action-detection.pdf), [[bibtex]](/Bibtex/VideoCapsuleNet%20-%20A%20Simplified%20Network%20for%20Action%20Detection.bib), sources: [[KevinDuarte/VideoCapsuleNet]](https://github.com/KevinDuarte/VideoCapsuleNet).
- [2019 AAAI] **Dynamic Capsule Attention for Visual Question Answering**, [[paper]](/Documents/Papers/Dynamic%20Capsule%20Attention%20for%20Visual%20Question%20Answering.bib), [[bibtex]](/Bibtex/Dynamic%20Capsule%20Attention%20for%20Visual%20Question%20Answering.bib).
- [2019 AAAI] **Multi-labeled Relation Extraction with Attentive Capsule Network**, [[paper]](http://bcmi.sjtu.edu.cn/~zhaohai/pubs/aaai2019-3243-capsule_v5.pdf), [[bibtex]](/Bibtex/Multi-labeled%20Relation%20Extraction%20with%20Attentive%20Capsule%20Network.bib)
- [2019 ICCV] **Adaptive Activation Thresholding: Dynamic Routing Type Behavior for Interpretability in Convolutional Neural Networks**, [[paper]](http://openaccess.thecvf.com/content_ICCV_2019/papers/Sun_Adaptive_Activation_Thresholding_Dynamic_Routing_Type_Behavior_for_Interpretability_in_ICCV_2019_paper.pdf), [[bibtex]](/Bibtex/Adaptive%20Activation%20Thresholding%20-%20Dynamic%20Routing%20Type%20Behavior%20for%20Interpretability%20in%20Convolutional%20Neural%20Networks.bib), sources: [[sunyiyou/dynamic-k-activation]](https://github.com/sunyiyou/dynamic-k-activation).
- [2019 CCL] **Capsule Networks for Chinese Opinion Questions Machine Reading Comprehension**, [[paper]](http://cips-cl.org/static/anthology/CCL-2019/CCL-19-099.pdf), [[bibtex]](/Bibtex/Capsule%20Networks%20for%20Chinese%20Opinion%20Questions%20Machine%20Reading%20Comprehension.bib).
- [2019 EMNLP] **Investigating Capsule Network and Semantic Feature on Hyperplanes for Text Classification**, [[paper]](https://www.aclweb.org/anthology/D19-1043.pdf), [[bibtex]](/Bibtex/Investigating%20Capsule%20Network%20and%20Semantic%20Feature%20on%20Hyperplanes%20for%20Text%20Classification.bib)
- [2019 CVPR] **DeepCaps: Going Deeper with Capsule Networks**, [[paper]](http://openaccess.thecvf.com/content_CVPR_2019/papers/Rajasegaran_DeepCaps_Going_Deeper_With_Capsule_Networks_CVPR_2019_paper.pdf), [[bibtex]](/Bibtex/DeepCaps%20-%20Going%20Deeper%20with%20Capsule%20Networks.bib), sources: [[brjathu/deepcaps]](https://github.com/brjathu/deepcaps).
- [2019 NeurIPS] **STAR-CAPS: Capsule Networks with Straight-Through Attentive Routing**, [[paper]](https://papers.nips.cc/paper/9110-star-caps-capsule-networks-with-straight-through-attentive-routing.pdf), [[bibtex]](/Bibtex/STAR-CAPS%20-%20Capsule%20Networks%20with%20Straight-Through%20Attentive%20Routing.bib), [[homepage]](https://karim-ahmed.github.io/projects/starcaps/starcaps.html).