Exploring the performance of LBP-capsule networks with K-Means routing on complex images

Capsule Networks (CapsNets) were proposed to mitigate the shortcomings of Convolutional Neural Networks (CNNs) such as invariance. Even though they have achieved equivariance, they fail to perform on the recognition of complex images and images with varied backgrounds such as CIFAR-10. Real-life ima...

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Bibliographic Details

Published in:	Journal of King Saud University: Computer and Information Sciences
Main Authors:	Patrick Mensah Kwabena, Benjamin Asubam Weyori, Ayidzoe Abra Mighty
Format:	Article
Language:	English
Published:	Springer 2022-06-01
Subjects:	Local binary pattern Capsule network Convolutional neural networks Dynamic routing K-Means Plant disease
Online Access:	http://www.sciencedirect.com/science/article/pii/S1319157820304869