Efficient-CapsNet: capsule network with self-attention routing

Abstract Deep convolutional neural networks, assisted by architectural design strategies, make extensive use of data augmentation techniques and layers with a high number of feature maps to embed object transformations. That is highly inefficient and for large datasets implies a massive redundancy o...

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Bibliographic Details
Main Authors: Vittorio Mazzia, Francesco Salvetti, Marcello Chiaberge
Format: Article
Language:English
Published: Nature Publishing Group 2021-07-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-021-93977-0