Search Results for author: Miles Everett

Found 4 papers, 0 papers with code

Masked Capsule Autoencoders

no code implementations7 Mar 2024 Miles Everett, Mingjun Zhong, Georgios Leontidis

We propose Masked Capsule Autoencoders (MCAE), the first Capsule Network that utilises pretraining in a self-supervised manner.

Decoder

ProtoCaps: A Fast and Non-Iterative Capsule Network Routing Method

no code implementations19 Jul 2023 Miles Everett, Mingjun Zhong, Georgios Leontidis

Our findings underscore the potential of our proposed methodology in enhancing the operational efficiency and performance of Capsule Networks, paving the way for their application in increasingly complex computational scenarios.

Vanishing Activations: A Symptom of Deep Capsule Networks

no code implementations13 May 2023 Miles Everett, Mingjun Zhong, Georgios Leontidis

This paper extends the investigation to a range of leading Capsule Network architectures, demonstrating that these issues are not confined to the original design.

Learning with Capsules: A Survey

no code implementations6 Jun 2022 Fabio De Sousa Ribeiro, Kevin Duarte, Miles Everett, Georgios Leontidis, Mubarak Shah

The aim of this survey is to provide a comprehensive overview of the capsule network research landscape, which will serve as a valuable resource for the community going forward.

Graph Representation Learning

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