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[ascl:2203.027] Zoobot: Deep learning galaxy morphology classifier

Zoobot classifies galaxy morphology with Bayesian CNN. Deep learning models were trained on volunteer classifications; these models were able to both learn from uncertain volunteer responses and predict full posteriors (rather than point estimates) for what volunteers would have said. The code reproduces and improves Galaxy Zoo DECaLS automated classifications, and can be finetuned for new tasks.

Code site:
https://github.com/mwalmsley/zoobot
Used in:
https://ui.adsabs.harvard.edu/abs/2022MNRAS.509.3966W
Described in:
https://ui.adsabs.harvard.edu/abs/2022MNRAS.tmp..534W
Bibcode:
2022ascl.soft03027W

Views: 2411

ascl:2203.027
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