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Capsule Networks – A survey

open access: yesJournal of King Saud University: Computer and Information Sciences, 2022
Modern day computer vision tasks requires efficient solution to problems such as image recognition, natural language processing, object detection, object segmentation and language translation.
Mensah Kwabena Patrick   +3 more
doaj   +2 more sources

3D Point Capsule Networks [PDF]

open access: yes2019 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2018
In this paper, we propose 3D point-capsule networks, an auto-encoder designed to process sparse 3D point clouds while preserving spatial arrangements of the input data.
Birdal, Tolga   +3 more
core   +5 more sources

The Multi-Lane Capsule Network (MLCN) [PDF]

open access: yesIEEE Signal Processing Letters, 2019
We introduce Multi-Lane Capsule Networks (MLCN), which are a separable and resource efficient organization of Capsule Networks (CapsNet) that allows parallel processing, while achieving high accuracy at reduced cost.
Borin, Edson   +2 more
core   +2 more sources

Quaternion Capsule Networks [PDF]

open access: yes2020 25th International Conference on Pattern Recognition (ICPR), 2021
Capsules are grouping of neurons that allow to represent sophisticated information of a visual entity such as pose and features. In the view of this property, Capsule Networks outperform CNNs in challenging tasks like object recognition in unseen viewpoints, and this is achieved by learning the transformations between the object and its parts with the ...
Baris Özcan   +2 more
openaire   +3 more sources

Quantum capsule networks

open access: yesQuantum Science and Technology, 2022
Abstract Capsule networks (CapsNets), which incorporate the paradigms of connectionism and symbolism, have brought fresh insights into artificial intelligence (AI). The capsule, as the building block of CapsNets, is a group of neurons represented by a vector to encode different features of an entity.
Zidu Liu   +4 more
openaire   +2 more sources

Momentum Capsule Networks

open access: yesCoRR, 2022
Capsule networks are a class of neural networks that achieved promising results on many computer vision tasks. However, baseline capsule networks have failed to reach state-of-the-art results on more complex datasets due to the high computation and memory requirements.
Josef Gugglberger   +2 more
openaire   +3 more sources

Bipartite graph capsule network [PDF]

open access: yesWorld Wide Web, 2022
AbstractGraphs have been widely adopted in various fields, where many graph models are developed. Most of previous research focuses on unipartite or homogeneous graph analysis. In this graphs, the relationships between the same type of entities are preserved in the graphs.
Xianhang Zhang   +5 more
openaire   +1 more source

UCaps Network Based on EM-Routing Algorithm for Medical Image Segmentation [PDF]

open access: yesJisuanji gongcheng, 2022
The existing medical image segmentation networks are limited in segmentation accuracy, and often lose image information as well as produce vague segmentation boundary.In this paper, we propose a multi-label image segmentation network named UCaps, which ...
WANG Wenxin, HE Yuhang, CHEN Gang
doaj   +1 more source

Skolyoz için Kapsül Ağları Tabanlı Otomatik Ölçüm Sistemi

open access: yesDüzce Üniversitesi Bilim ve Teknoloji Dergisi, 2021
Skolyoz, omurganın eğrilmesi ile birlikte omurga genel yapısını deforme eden bir hastalıktır. Skolyoz tanı ve tedavi aşamasında çeşitli yöntemler olmakla birlikte, temel amaç Cobb açısı adı verilen eğrilik açısını azaltarak Skolyoz seviyesini düşürme ...
Utku Köse, Sena Goral
doaj   +1 more source

SubSpace Capsule Network

open access: yesProceedings of the AAAI Conference on Artificial Intelligence, 2020
Convolutional neural networks (CNNs) have become a key asset to most of fields in AI. Despite their successful performance, CNNs suffer from a major drawback. They fail to capture the hierarchy of spatial relation among different parts of an entity. As a remedy to this problem, the idea of capsules was proposed by Hinton.
Marzieh Edraki   +2 more
openaire   +3 more sources

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