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Zoobot: Foundation Model for Galaxies
Modern telescopes take far more images than astronomers could ever look through. Zoobot is a foundation model for automatically answering questions about galaxy images (like - does this galaxy have spiral arms?). By training on over 100M crowdsourced annotations from volunteers, Zoobot learns a semantic representation of each image that is useful for similarity search, anomaly detection, personalized recommendation, and (of course) efficient finetuning to new science questions.
Bayesian CNN framework classifies galaxy morphology, supporting PyTorch finetuning.