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...

Бүрэн тодорхойлолт

Номзүйн дэлгэрэнгүй

Үндсэн зохиолчид:	Tomas Mūžas, Andrius Vytautas Misiukas Misiūnas, Tadas Meškauskas
Формат:	Artigo
Хэл сонгох:	Inglês
Хэвлэсэн:	Vilnius University Press 2026-03-01
Цуврал:	Nonlinear Analysis
Нөхцлүүд:	domain-specific layers galaxy morphology classification Galaxy Zoo model tuning convolutional neural networks
Онлайн хандалт:	https://www.journals.vu.lt/nonlinear-analysis/article/view/45923
Шошгууд:	Шошго нэмэх Шошго байхгүй, Энэхүү баримтыг шошголох эхний хүн болох!