2.7k citations · 8.2k across the 161 of their papers we have counts for
165 papers
Faraday Tomography with the SKA: A New Era of Cosmic Magnetism Studies
Miguel Carcamo, Anna M. M. Scaife, Jeroen Stil +3
The Square Kilometre Array (SKA) represents a significant advancement in radio astronomy, enabling detailed study of cosmic magnetism through Faraday Rotation and Faraday Measureme…
E(2)-Equivariant Features in Machine Learning for Morphological Classification of Radio Galaxies
Natalie E. P. Lines, Joan Font-Quer Roset, Anna M. M. Scaife
With the growth of data from new radio telescope facilities, machine-learning approaches to the morphological classification of radio galaxies are increasingly being utilised. Howe…
Rare Galaxy Classes Identified In Foundation Model Representations
Mike Walmsley, Anna M. M. Scaife
We identify rare and visually distinctive galaxy populations by searching for structure within the learned representations of pretrained models. We show that these representations…
Bayesian Imaging for Radio Interferometry with Score-Based Priors
Noe Dia, M. J. Yantovski-Barth, Alexandre Adam +5
The inverse imaging task in radio interferometry is a key limiting factor to retrieving Bayesian uncertainties in radio astronomy in a computationally effective manner. We use a sc…
Combining astrophysical datasets with CRUMB
Fiona A. M. Porter, Anna M. M. Scaife
At present, the field of astronomical machine learning lacks widely-used benchmarking datasets; most research employs custom-made datasets which are often not publicly released, ma…
Galaxy Zoo DESI: Detailed Morphology Measurements for 8.7M Galaxies in the DESI Legacy Imaging Surveys
Mike Walmsley, Tobias Géron, Sandor Kruk +13
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 b…