58 citations · 155 across the 4 of their papers we have counts for
6 papers
Euclid: Searches for strong gravitational lenses using convolutional neural nets in Early Release Observations of the Perseus field
R. Pearce-Casey, B. C. Nagam, J. Wilde +204
The Euclid Wide Survey (EWS) is predicted to find approximately 170 000 galaxy-galaxy strong lenses from its lifetime observation of 14 000 deg^2 of the sky. Detecting this many le…
Using cGANs for Anomaly Detection: Identifying Astronomical Anomalies in JWST NIRcam Imaging
Ruby Pearce-Casey, Hugh Dickinson, Stephen Serjeant +1
We present a proof of concept for mining JWST imaging data for anomalous galaxy populations using a conditional Generative Adversarial Network (cGAN). We train our model to predict…
Detecting gravitational lenses using machine learning: exploring interpretability and sensitivity to rare lensing configurations
Joshua Wilde, Stephen Serjeant, Jane M. Bromley +3
Forthcoming large imaging surveys such as Euclid and the Vera Rubin Observatory Legacy Survey of Space and Time are expected to find more than strong gravitational lens syst…
Super-resolving Herschel imaging: a proof of concept using Deep Neural Networks
Lynge Lauritsen, Hugh Dickinson, Jane Bromley +4
Wide-field sub-millimetre surveys have driven many major advances in galaxy evolution in the past decade, but without extensive follow-up observations the coarse angular resolution…
Using Convolutional Neural Networks to identify Gravitational Lenses in Astronomical images
Andrew Davies, Stephen Serjeant, Jane M. Bromley
The Euclid telescope, due for launch in 2021, will perform an imaging and slitless spectroscopy survey over half the sky, to map baryon wiggles and weak lensing. During the survey…
High redshift quasars and the supermassive black hole mass budget: constraints on quasar formation models
J. M. Bromley, R. S. Somerville, A. C. Fabian
We investigate the constraints on models of supermassive black hole (SMBH) and quasar formation obtainable from two recent observational developments: the discovery of luminous qua…