YOSO applies a Gaussian Motion Filter to detect faint slow-moving Solar System objects in wide-field images, recovering known targets and identifying new ones with very low false positives.
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The paper reviews ML applications for sequence modeling, pattern recognition, and generative Bayesian analysis to tackle heterogeneous data challenges in (exo)planetary science.
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You Only Stack Once (YOSO): A Motion-Filtered, Deep-Learning Framework for Detecting Faint Moving Sources
YOSO applies a Gaussian Motion Filter to detect faint slow-moving Solar System objects in wide-field images, recovering known targets and identifying new ones with very low false positives.
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Machine Learning as a Transformative Tool for (Exo-)Planetary Science
The paper reviews ML applications for sequence modeling, pattern recognition, and generative Bayesian analysis to tackle heterogeneous data challenges in (exo)planetary science.