A CATALOG OF VISUAL-LIKE MORPHOLOGIES IN THE 5 CANDELS FIELDS USING DEEP LEARNING

ABSTRACT We present a catalog of visual-like H-band morphologies of ∼50.000 galaxies (Hf160w < 24.5) in the 5 CANDELS fields (GOODS-N, GOODS-S, UDS, EGS, and COSMOS). Morphologies are estimated using Convolutional Neural Networks (ConvNets). The median redshift of the sample is The algorithm is t...

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Bibliographic Details
Published in:	The Astrophysical journal. Supplement series Vol. 221; no. 1; pp. 8 - 23
Main Authors:	Huertas-Company, M., Gravet, R., Cabrera-Vives, G., Pérez-González, P. G., Kartaltepe, J. S., Barro, G., Bernardi, M., Mei, S., Shankar, F., Dimauro, P., Bell, E. F., Kocevski, D., Koo, D. C., Faber, S. M., Mcintosh, D. H.
Format:	Journal Article
Language:	English
Published:	United States The American Astronomical Society 01.11.2015 American Astronomical Society
Subjects:	ABUNDANCE ALGORITHMS Astrophysics ASTROPHYSICS, COSMOLOGY AND ASTRONOMY ASYMMETRY Classifications GALAXIES galaxies: high-redshift galaxies: structure Mathematical models MORPHOLOGY Neural networks POINT SOURCES PROBABILITY RED SHIFT Sciences of the Universe SMOOTH MANIFOLDS SPHEROIDS surveys Surveys Astrophysics - Astrophysics of Galaxies Galaxies: high-redshift Galaxies: structure Catalogs Astrophysics - Cosmology and Nongalactic Astrophysics
ISSN:	0067-0049, 1538-4365, 1538-4365
Online Access:	Get full text
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