activity
20152022
most citedImproving galaxy morphologies for SDSS with Deep Learning

379 citations · 931 across the 12 of their papers we have counts for

collaborators

12 papers

astro-ph.GA2022★ 26 cited

Euclid preparation. XXV. The Euclid Morphology Challenge -- Towards model-fitting photometry for billions of galaxies

Euclid Collaboration, E. Merlin, M. Castellano +218

The ESA Euclid mission will provide high-quality imaging for about 1.5 billion galaxies. A software pipeline to automatically process and analyse such a huge amount of data in real…

astro-ph.GA2022★ 28 cited

Euclid preparation XXVI. The Euclid Morphology Challenge. Towards structural parameters for billions of galaxies

Euclid Collaboration, H. Bretonnière, U. Kuchner +215

The various Euclid imaging surveys will become a reference for studies of galaxy morphology by delivering imaging over an unprecedented area of 15 000 square degrees with high spat…

astro-ph.GA2021★ 32 cited

Euclid preparation: XIII. Forecasts for galaxy morphology with the Euclid Survey using Deep Generative Models

Euclid Collaboration, H. Bretonnière, M. Huertas-Company +193

We present a machine learning framework to simulate realistic galaxies for the Euclid Survey. The proposed method combines a control on galaxy shape parameters offered by analytic…

astro-ph.GA2019★ 28 cited

The structural properties of classical bulges and discs from z~2

Paola Dimauro, Marc Huertas-Company, Emanuele Daddi +19

We study the rest-frame optical mass-size relation of bulges and discs from z~2 to z~0 for a complete sample of massive galaxies in the CANDELS fields using 2 component Sérsic mode…

astro-ph.GA2018★ 89 cited

Deep Learning Identifies High-z Galaxies in a Central Blue Nugget Phase in a Characteristic Mass Range

M. Huertas-Company, J. R. Primack, A. Dekel +11

We use machine learning to identify in color images of high-redshift galaxies an astrophysical phenomenon predicted by cosmological simulations. This phenomenon, called the blue nu…

astro-ph.GA2018★ 74 cited

A catalog of polychromatic bulge-disk decompositions of ~ 17.600 galaxies in CANDELS

Paola Dimauro, Marc Huertas-Company, Emanuele Daddi +20

Understanding how bulges grow in galaxies is critical step towards unveiling the link between galaxy morphology and star-formation. To do so, it is necessary to decompose large sam…