Fixed simplex coordinates for angular margin loss in capsnet

R Pucci, C Micheloni, GL Foresti… - 2020 25th International …, 2021 - ieeexplore.ieee.org
A more stationary and discriminative embedding is necessary for robust classification of
images. We focus our attention on the newel CapsNet model and we propose the angular …

AutoCaps-Zero: Searching for Hardware-Efficient Squash Function in Capsule Networks

J Kang, S Kwon, H Kim, J Sim - 2024 International Conference …, 2024 - ieeexplore.ieee.org
Capsule networks (CapsNets) offer distinct advantages over conventional convolutional
neural networks (CNNs) by introducing the concept of a capsule. Specifically, this innovation …

Capsule Network Extension Based on Metric Learning

N Ohta, S Kawai, H Nobuhara - Journal of Advanced Computational …, 2023 - jstage.jst.go.jp
A capsule network (CapsNet) is a deep learning model for image classification that provides
robustness to changes in the poses of objects in the images. A capsule is a vector whose …

[PDF][PDF] TG-CapsNet: Two Gates Capsule Network for Complex Features Extraction.

E Alaoui-Elfels, T Gadi - Journal of Information Assurance & …, 2021 - researchgate.net
Capsule Network is a novel deep learning classifier that might replace Convolutional Neural
Networks in the future. The power of Capsule Network lies in maintaining the spatial …

Lightweight multi-dimensional memristive CapsNet

S Dan, X Hu, Y Zhou, S Duan - 2021 International Joint …, 2021 - ieeexplore.ieee.org
Capsule network (CapsNet) is a novel neural network architecture that overcame the
drawback of loss of poses and position caused in convolutional neural networks and …

EMG-CapsNet: Elu Multiplication Gate Capsule Network for Complex Images Classification

O El Alaoui-Elfels, T Gadi - … Conference on Soft Computing and Pattern …, 2021 - Springer
Capsule Network presents a new generation of neural networks in the deep learning field. It
shows its potential in image classification by grou** features into capsules and using parts …

AlexCapsNet: an integrated architecture for image classification with noise and many categories

M Bao, N **, M Xu - 2024 - researchsquare.com
Capsule network (CapsNet) is a pioneering architecture that can encode the image
properties into vectors rather than scalars, addressing the limitations of traditional …

Optimizing Capsule Networks

P Shiri - 2022 - dspace.library.uvic.ca
Capsule Network (CapsNet) was introduced in 2017 as the new generation of the image
classifiers to perform supervised classification of images. It incorporates a new structure of …

[PDF][PDF] Κατανοώντας τα νευρωνικά δίκτυα με κάψουλες: προς έναν κλιμακώσιμο αλγόριθμο δρομολόγησης

Α Μπαρμπέρης - 2023 - dspace.lib.ntua.gr
Περίληψη Τελευταία, στον κλάδο της Τεχνητής Νοη οσύνης, παρατηρείται ραγδαία αύξηση
του εγέθους των Βαθιών Νευρωνικών ικτύων. Με τα νέα συστή ατα να έχουν κολοσσιαίο …