activity
20202024
most citedMorphological classification of galaxies with deep learning: comparing 3-way and 4-way CNNs

56 citations · 151 across the 7 of their papers we have counts for

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Showing astro-ph.GAShow all

6 papers · 1 filter

astro-ph.GA2023★ 5 cited

A morphological segmentation approach to determining bar lengths

Mitchell K. Cavanagh, Kenji Bekki, Brent A. Groves

Bars are important drivers of galaxy evolution, influencing many physical processes and properties. Characterising bars is a difficult task, especially in large-scale surveys. In t…

astro-ph.GA2023★ 11 cited

The redshift evolution of the S0 fraction for in COSMOS

Mitchell K. Cavanagh, Kenji Bekki, Brent A. Groves

Lenticular (S0) galaxies are galaxies that exhibit a bulge and disk component, yet lack any clear spiral features. With features considered intermediary between spirals and ellipti…

astro-ph.GA2022★ 21 cited

The galaxy morphology-density relation in the EAGLE simulation

Joel Pfeffer, Mitchell K. Cavanagh, Kenji Bekki +4

The optical morphology of galaxies is strongly related to galactic environment, with the fraction of early-type galaxies increasing with local galaxy density. In this work we prese…

astro-ph.GA2021★ 29 cited

The evolution of barred galaxies in the EAGLE simulations

Mitchell K. Cavanagh, Kenji Bekki, Brent A. Groves +1

We study the morphologies of 3,964 galaxies and their progenitors with in the reference EAGLE hydrodynamical simulation from redshifts to , c…

astro-ph.GA2021★ 56 cited

Morphological classification of galaxies with deep learning: comparing 3-way and 4-way CNNs

Mitchell K. Cavanagh, Kenji Bekki, Brent A. Groves

Classifying the morphologies of galaxies is an important step in understanding their physical properties and evolutionary histories. The advent of large-scale surveys has hastened…

astro-ph.GA2020★ 28 cited

Bars formed in galaxy merging and their classification with deep learning

Mitchell Cavanagh, Kenji Bekki

Stellar bars are a common morphological feature of spiral galaxies. While it is known that they can form in isolation, or be induced tidally, few studies have explored the producti…