Why Capsule Neural Networks Do Not Scale: Challenging the Dynamic
Parse-Tree Assumption

Why Capsule Neural Networks Do Not Scale: Challenging the Dynamic Parse-Tree Assumption

4 January 2023

Matthias Mitterreiter

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Papers citing "Why Capsule Neural Networks Do Not Scale: Challenging the Dynamic Parse-Tree Assumption"

19 / 19 papers shown

Title
Model soups: averaging weights of multiple fine-tuned models improves accuracy without increasing inference time Mitchell Wortsman Gabriel Ilharco S. Gadre Rebecca Roelofs Raphael Gontijo-Lopes ... Hongseok Namkoong Ali Farhadi Y. Carmon Simon Kornblith Ludwig Schmidt MoMe 149 1,004 1 10 Mar 2022
Capsule Network is Not More Robust than Convolutional Network Jindong Gu Volker Tresp Han Hu AAML 36 25 0 29 Mar 2021
How to represent part-whole hierarchies in a neural network Geoffrey E. Hinton OCL MoE 86 204 0 25 Feb 2021
Effective and Efficient Vote Attack on Capsule Networks Jindong Gu Baoyuan Wu Volker Tresp AAML 64 26 0 19 Feb 2021
Interpretable Graph Capsule Networks for Object Recognition Jindong Gu Volker Tresp FAtt 47 36 0 03 Dec 2020
Unsupervised part representation by Flow Capsules S. Sabour Andrea Tagliasacchi S. Yazdani Geoffrey E. Hinton David J. Fleet 3DPC OCL 91 37 0 27 Nov 2020
An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale Alexey Dosovitskiy Lucas Beyer Alexander Kolesnikov Dirk Weissenborn Xiaohua Zhai ... Matthias Minderer G. Heigold Sylvain Gelly Jakob Uszkoreit N. Houlsby ViT 670 41,369 0 22 Oct 2020
Meta Pseudo Labels Hieu H. Pham Zihang Dai Qizhe Xie Minh-Thang Luong Quoc V. Le VLM 343 670 0 23 Mar 2020
Capsules with Inverted Dot-Product Attention Routing Yao-Hung Hubert Tsai Nitish Srivastava Hanlin Goh Ruslan Salakhutdinov 56 81 0 12 Feb 2020
Improving the Robustness of Capsule Networks to Image Affine Transformations Jindong Gu Volker Tresp 3DPC 47 51 0 18 Nov 2019
Capsule Networks Need an Improved Routing Algorithm Inyoung Paik Taeyeong Kwak Injung Kim 115 35 0 31 Jul 2019
Stacked Capsule Autoencoders Adam R. Kosiorek S. Sabour Yee Whye Teh Geoffrey E. Hinton OCL 48 262 0 17 Jun 2019
On the Vulnerability of Capsule Networks to Adversarial Attacks Félix D. P. Michels Tobias Uelwer Eric Upschulte Stefan Harmeling AAML 52 24 0 09 Jun 2019
Capsule Routing via Variational Bayes Fabio De Sousa Ribeiro Georgios Leontidis Stefanos D. Kollias 73 83 0 27 May 2019
DeepCaps: Going Deeper with Capsule Networks Jathushan Rajasegaran Vinoj Jayasundara S. Jayasekara Hirunima Jayasekara Suranga Seneviratne Ranga Rodrigo 3DPC 55 194 0 21 Apr 2019
Sparse Unsupervised Capsules Generalize Better D. Rawlinson Abdelrahman Ahmed Gideon Kowadlo 59 49 0 17 Apr 2018
Capsule Network Performance on Complex Data Edgar Xi Selina Bing Yang Jin 61 214 0 10 Dec 2017
Dynamic Routing Between Capsules S. Sabour Nicholas Frosst Geoffrey E. Hinton 177 4,602 0 26 Oct 2017
Attention Is All You Need Ashish Vaswani Noam M. Shazeer Niki Parmar Jakob Uszkoreit Llion Jones Aidan Gomez Lukasz Kaiser Illia Polosukhin 3DV 730 132,199 0 12 Jun 2017

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