[HTML][HTML] Capsule networks–a survey

MK Patrick, AF Adekoya, AA Mighty… - Journal of King Saud …, 2022 - Elsevier
Modern day computer vision tasks requires efficient solution to problems such as image
recognition, natural language processing, object detection, object segmentation and …

Capsule networks for image classification: A review

SJ Pawan, J Rajan - Neurocomputing, 2022 - Elsevier
Over the past few years, the computer vision domain has evolved and made a revolutionary
transition from human-engineered features to automated features to address challenging …

[HTML][HTML] No routing needed between capsules

A Byerly, T Kalganova, I Dear - Neurocomputing, 2021 - Elsevier
Most capsule network designs rely on traditional matrix multiplication between capsule
layers and computationally expensive routing mechanisms to deal with the capsule …

Capsule networks–A survey

M Kwabena Patrick, A Felix Adekoya, A Abra Mighty… - 2022 - dl.acm.org
Modern day computer vision tasks requires efficient solution to problems such as image
recognition, natural language processing, object detection, object segmentation and …

A survey on convolutional neural networks and their performance limitations in image recognition tasks

G Rangel, JC Cuevas-Tello, J Nunez-Varela… - Journal of …, 2024 - Wiley Online Library
Convolutional neural networks (CNNs) have shown outstanding image classification
performance, having been successfully applied in several real‐world applications. However …

Capsule network with its limitation, modification, and applications—A survey

MU Haq, MAJ Sethi, AU Rehman - Machine Learning and Knowledge …, 2023 - mdpi.com
Numerous advancements in various fields, including pattern recognition and image
classification, have been made thanks to modern computer vision and machine learning …

Multi-lane capsule network for classifying images with complex background

S Chang, J Liu - IEEE Access, 2020 - ieeexplore.ieee.org
Capsule Network (CapsNet) is a novel structure for deep neural network, map** the
region of target instance to vectors and matrices rather than scalars. This process is enabled …

The multi-lane capsule network

VM Do Rosario, E Borin… - IEEE Signal processing …, 2019 - ieeexplore.ieee.org
We introduce multi-lane capsule networks (MLCN), which are a separable and resource
efficient organization of capsule networks (CapsNet) that allows parallel processing while …

CapsNet regularization and its conjugation with ResNet for signature identification

M Jampour, S Abbaasi, M Javidi - Pattern Recognition, 2021 - Elsevier
We propose a new regularization term for CapsNet that significantly improves the
generalization power of the original method from small training data while requiring much …

Image classification based on quaternion-valued capsule network

H Zhou, C Zhang, X Zhang, Q Ma - Applied Intelligence, 2023 - Springer
In this paper, a novel quaternion-valued (QV) capsule module is designed to construct QV
capsule networks for image classification. The quaternion algebra is introduced into the …