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A machine-generated catalogue of Charon's craters and implications for the Kuiper belt. (arXiv:2206.08277v1 [astro-ph.EP])
Web: http://arxiv.org/abs/2206.08277
June 17, 2022, 1:11 a.m. | Mohamad Ali-Dib
cs.LG updates on arXiv.org arxiv.org
In this paper we investigate Charon's craters size distribution using a deep
learning model. This is motivated by the recent results of Singer et al. (2019)
who, using manual cataloging, found a change in the size distribution slope of
craters smaller than 12 km in diameter, translating into a paucity of small
Kuiper Belt objects. These results were corroborated by Robbins and Singer
(2021), but opposed by Morbidelli et al. (2021), necessitating an independent
review. Our MaskRCNN-based ensemble of models …
More from arxiv.org / cs.LG updates on arXiv.org
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