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Background

Following on from Tony's scistaff meeting about Astronomy AI institutes in August 2023, we decided it would be good to set up a regular (~monthly) series of meetings on using AI/ML focused especially on VLASS, which, as it produces a large, uniform set of images and other products makes it a good candidate for this sort of work, but also covering other areas e.g. science ready data products, pipeline QA etc. 

Aim

To draft a white paper/VLASS memo on these topics (on a timescale ~ 1 year) and, if we find some particularly compelling use cases, to include an implementation plan and an estimate of the resources needed to carry it out. 

Resources

There exists a rich literature of astronomical uses of AI/ML, here are some interesting papers that staff have noticed recently:

Image/artifact classification

Felix's ADASS talk "You might also like these images"

Interferometric imaging with machine learning

https://arxiv.org/abs/2311.06349 - Interferometric Image Reconstruction using Closure Invariants and Machine Learning

Other topics


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