Publications: Galaxy Morphology
2020
Galaxy morphological classification in deep-wide surveys via unsupervised machine learning, Martin et al. 2020, MNRAS, 491, 1408
Galaxy Zoo: probabilistic morphology through Bayesian CNNs and active learning, Walmsley et al. 2020, MNRAS, 491. 1554
Non-parametric morphologies of galaxies in the EAGLE simulation, Bignone et al. 2020, MNRAS, 491, 3624
2019
Optimising Automatic Morphological Classification of Galaxies with Machine Learning and Deep Learning using Dark Energy Survey Imaging, Cheng et al. 2019, arXiv:1908:03610
Morpheus: A Deep Learning Framework For Pixel-Level Analysis of Astronomical Image Data, Hausen et al. 2019, arXiv:1906.11248
A galaxy classification grid that better recognizes early-type galaxy morphology, Graham 2019, MNRAS, 487, 4995
R_e. I. Understanding galaxy sizes, associated luminosity densities, and the artificial division of the early-type galaxy population, Graham 2019, PASA, 36, 35