Litcius/Paper detail

Galaxy Zoo DESI: Detailed morphology measurements for 8.7M galaxies in the DESI Legacy Imaging Surveys

Mike Walmsley, Tobias Géron, Sandor Kruk, Anna M. M. Scaife, Chris Lintott, Karen L. Masters, James M Dawson, H. J. Dickinson, L. Fortson, Izzy L. Garland, Kameswara Bharadwaj Mantha, David O’Ryan, Jürgen Popp, Brooke Simmons, Elisabeth Baeten, Christine Macmillan

2023Monthly Notices of the Royal Astronomical Society52 citationsDOIOpen Access PDF

Abstract

ABSTRACT We present detailed morphology measurements for 8.67 million galaxies in the DESI Legacy Imaging Surveys (DECaLS, MzLS, and BASS, plus DES). These are automated measurements made by deep learning models trained on Galaxy Zoo volunteer votes. Our models typically predict the fraction of volunteers selecting each answer to within 5–10 per cent for every answer to every GZ question. The models are trained on newly collected votes for DESI-LS DR8 images as well as historical votes from GZ DECaLS. We also release the newly collected votes. Extending our morphology measurements outside of the previously released DECaLS/SDSS intersection increases our sky coverage by a factor of 4 (5000–19 000 deg2) and allows for full overlap with complementary surveys including ALFALFA and MaNGA.

Topics & Concepts

GalaxySkyPhysicsAstrophysicsIntersection (aeronautics)AstronomyMorphology (biology)CartographyGeographyPaleontologyBiologyGalaxies: Formation, Evolution, PhenomenaGaussian Processes and Bayesian InferenceAdvanced Vision and Imaging