Photometry of high-redshift blended galaxies using deep learning

Forging new worlds: high-resolution synthetic galaxies with chained generative adversarial networks

(2019) Levi Fussell et al.   MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY

Deblending galaxy superpositions with branched generative adversarial networks

(2019) David M Reiman et al.   MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY

Improving galaxy morphologies for SDSS with Deep Learning

(2018) H Domínguez Sánchez et al.   MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY

A catalog of polychromatic bulge-disc decompositions of ∼17.600 galaxies in CANDELS

(2018) Paola Dimauro et al.   MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY

scarlet : Source separation in multi-band images by Constrained Matrix Factorization

(2018) P. Melchior et al.   Astronomy and Computing

The many flavours of photometric redshifts

(2018) Mara Salvato et al.   Nature Astronomy

Bayesian photometric redshifts of blended sources

(2018) Daniel M Jones et al.   MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY

On the realistic validation of photometric redshifts

(2017) R. Beck et al.   MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY

Precision calculations of the cosmic shear power spectrum projection

(2017) Martin Kilbinger et al.   MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY

The limits of cosmic shear

(2017) Thomas D. Kitching et al.   MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY

CMU DeepLens: deep learning for automatic image-based galaxy–galaxy strong lens finding

(2017) François Lanusse et al.   MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY

Efficient Processing of Deep Neural Networks: A Tutorial and Survey

(2017) Vivienne Sze et al.   PROCEEDINGS OF THE IEEE

Multi-band morpho-Spectral Component Analysis Deblending Tool (MuSCADeT): Deblending colourful objects

(2016) R. Joseph et al.   ASTRONOMY & ASTROPHYSICS

ASTErIsM: application of topometric clustering algorithms in automatic galaxy detection and classification

(2016) A. Tramacere et al.   MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY

Multi-band morpho-Spectral Component Analysis Deblending Tool (MuSCADeT): Deblending colourful objects

(2016) R. Joseph et al.   ASTRONOMY & ASTROPHYSICS

Rotation-invariant convolutional neural networks for galaxy morphology prediction

(2015) Sander Dieleman et al.   MONTHLY NOTICES OF THE ROYAL ASTRONOMICAL SOCIETY

Deep learning in neural networks: An overview

(2015) Jürgen Schmidhuber   NEURAL NETWORKS

The overlooked potential of Generalized Linear Models in astronomy-II: Gamma regression and photometric redshifts

(2015) J. Elliott et al.   Astronomy and Computing

GalSim : The modular galaxy image simulation toolkit

(2015) B.T.P. Rowe et al.   Astronomy and Computing

CANDELS MULTIWAVELENGTH CATALOGS: SOURCE IDENTIFICATION AND PHOTOMETRY IN THE CANDELS UKIDSS ULTRA-DEEP SURVEY FIELD

(2013) Audrey Galametz et al.   ASTROPHYSICAL JOURNAL SUPPLEMENT SERIES

PyGFit: A Tool for Extracting PSF Matched Photometry

(2013) Conor L. Mancone et al.   PUBLICATIONS OF THE ASTRONOMICAL SOCIETY OF THE PACIFIC

Large Synoptic Survey Telescope: From science drivers to reference design

(2008) Z. Ivezic et al.   Serbian Astronomical Journal