42 citations · 110 across the 17 of their papers we have counts for
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cs.CV2024★ 2 cited
Scaling Laws for Galaxy Images
Mike Walmsley, Micah Bowles, Anna M. M. Scaife +17
We present the first systematic investigation of supervised scaling laws outside of an ImageNet-like context - on images of galaxies. We use 840k galaxy images and over 100M annota…
cs.CV2022★ 14 cited
Towards Galaxy Foundation Models with Hybrid Contrastive Learning
Mike Walmsley, Inigo Val Slijepcevic, Micah Bowles +1
New astronomical tasks are often related to earlier tasks for which labels have already been collected. We adapt the contrastive framework BYOL to leverage those labels as a pretra…