Evaluation of domain-specific convolutional neural network layers for galaxy classification tasks

Due to increasing amount of data, galaxy image classification is being automated using machine learning, with the most common approach being convolutional neural networks (CNNs). Using domain-specific observations about galaxy morphology, we propose two CNN layers – Focal and Wave. The Focal layer...

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Hlavní autoři:	Tomas Mūžas, Andrius Vytautas Misiukas Misiūnas, Tadas Meškauskas
Médium:	Artigo
Jazyk:	Inglês
Vydáno:	Vilnius University Press 2026-03-01
Edice:	Nonlinear Analysis
Témata:	domain-specific layers galaxy morphology classification Galaxy Zoo model tuning convolutional neural networks
On-line přístup:	https://www.journals.vu.lt/nonlinear-analysis/article/view/45923
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