Self-attention capsule networks for object classification

A Hoogi, B Wilcox, Y Gupta, DL Rubin - arXiv preprint arXiv:1904.12483, 2019 - arxiv.org
… a novel architecture for object classification, called Self-Attention Capsule Networks (SACN)…
mechanism as an integral layer within the Capsule Network (CapsNet). While the Self-…

Capsule networks for image classification: A review

SJ Pawan, J Rajan - Neurocomputing, 2022 - Elsevier
… overview of capsule network-based classification architectures, … community to adopt capsule
networks at the forefront of … take account of spatial relationships to classify an object, so …

3D capsule networks for object classification with weight pruning

B Kakillioglu, A Ren, Y Wang, S Velipasalar - IEEE Access, 2020 - ieeexplore.ieee.org
… of a standard 3D CNN-based and a Capsule Network-based classifier, help the training to
… of capsules to 3D object classification pipeline improves the classification performance with …

Capsule networks for hyperspectral image classification

ME Paoletti, JM Haut… - … on Geoscience and …, 2018 - ieeexplore.ieee.org
… [39], where they introduced the concept of capsule networks (… probability that the object is
present and the object’s pose … reducing the complexity of the network. Specifically, the HSI …

3D capsule networks for object classification from 3D model data

A Ahmad, B Kakillioglu… - 2018 52nd Asilomar …, 2018 - ieeexplore.ieee.org
… In this paper, we have proposed 3D Capsule Network solutions to perform object
classification from 3D data, which is present in the form of 3D binary occupancy grids. We have …

[HTML][HTML] Capsule networks–a survey

MK Patrick, AF Adekoya, AA Mighty… - Journal of King Saud …, 2022 - Elsevier
… of objects leading to the introduction of Capsule Networks. … in existing implementations of
capsule networks. We highlight … of the art Capsule Network architectures and implementations. …

[HTML][HTML] Capsule networks for object detection in UAV imagery

ML Mekhalfi, MB Bejiga, D Soresina, F Melgani… - Remote Sensing, 2019 - mdpi.com
… explicitly retain the relative position of objects in an image and, … object detection problems.
To address this problem, in this paper we introduce Capsule Networks (CapsNets) for object

3D point capsule networks

Y Zhao, T Birdal, H Deng… - Proceedings of the IEEE …, 2019 - openaccess.thecvf.com
… 3D capsule networks arise as a direct consequence of our uni… capsule networks bring in
improvements for several common point cloud-related tasks, such as object classification, object

Object-Centric Learning with Capsule Networks: A Survey

F De Sousa Ribeiro, K Duarte, M Everett… - ACM Computing …, 2024 - dl.acm.org
… We provide a detailed explanation of how capsule networks relate to the attention … object-centric
representation learning. We also review the extensive applications of capsule networks

Modified capsule network for object classification

S Yi, H Ma, X Li - International Conference on Image and Graphics, 2019 - Springer
… the capsule network is much larger than that of the CNN network. By comparing the two
network, we find that the parameters of the capsule networkcapsule layers. Since the unit of the …