SKA Science Data Challenge 2: analysis and results

P Hartley, A Bonaldi, R Braun, J Aditya… - Monthly Notices of …, 2023 - academic.oup.com
ABSTRACT The Square Kilometre Array Observatory (SKAO) will explore the radio sky to
new depths in order to conduct transformational science. SKAO data products made …

WALLABY Pilot Survey: HI source-finding with a machine learning framework

L Wang, O Wong, T Westmeier, C Murugeshan… - arXiv preprint arXiv …, 2024 - arxiv.org
The data volumes generated by the WALLABY atomic Hydrogen (HI) survey using the
Australiian Square Kilometre Array Pathfinder (ASKAP) necessitate greater automation and …

Detecting H i Galaxies with Deep Neural Networks in the Presence of Radio Frequency Interference

R Liang, F Deng, Z Yang, C Li, F Zhao… - … in Astronomy and …, 2023 - iopscience.iop.org
In the neutral hydrogen (H i) galaxy survey, a significant challenge is to identify and extract
the H i galaxy signal from the observational data contaminated by radio frequency …

YOLO-CIANNA: Galaxy detection with deep learning in radio data. I. A new YOLO-inspired source detection method applied to the SKAO SDC1

D Cornu, P Salomé, B Semelin, A Marchal… - arXiv preprint arXiv …, 2024 - arxiv.org
The upcoming Square Kilometer Array (SKA) will set a new standard regarding data volume
generated by an astronomical instrument, which is likely to challenge widely adopted data …