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You Only Stack Once: A Motion-filtered, Deep Learning Framework for Detecting Faint Moving Sources

We present You Only Stack Once ( YOSO ), an automated pipeline designed to detect faint, slow-moving solar system objects in wide-field astronomical surveys. The pipeline integrates a novel Gaussian motion filter (GMoF) that operates at the pixel level to enhance the signal-to-noise ratio for object...

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Principais autores: Nitya Pandey, César Fuentes, Pedro Bernardinelli, Valeria Frías, Colin Orion Chandler, David E. Trilling, Matthew J. Holman, Steven Stetzler, Dallin Spencer, Hsing Wen Lin, Luis E. Salazar Manzano, Darin Ragozzine, Ryder Strauss, Mario Juric, Andrew J. Connolly, Hayden Smotherman, Scott S. Sheppard, Kevin Napier
Formato: Artigo
Idioma:Inglês
Publicado em: IOP Publishing 2026-01-01
Colecção:The Astronomical Journal
Assuntos:
Solar system
Trans-Neptunian objects
CCD photometry
Convolutional neural networks
Acesso em linha:https://doi.org/10.3847/1538-3881/ae6cf4
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