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

  • Authors: Nitya Pandey, César Fuentes, Pedro Bernardinelli, Valeria Frías, Colin Orion Chandler, David E. Trilling, Matthew J. Holman, Steven Stetzler, Dallin Spencer, Hsing Wen Lin, 省文 林, Luis E. Salazar Manzano, Darin Ragozzine, Ryder Strauss, Mario Juric, Andrew J. Connolly, Hayden Smotherman, Scott S. Sheppard, Kevin Napier

Nitya Pandey et al 2026 The Astronomical Journal 172 .

  • Provider: AAS Journals

Caption: Figure 5.

Panels (a) and (c) show the objects flagged by the machine learning model, n2720 and n3472. Panels (b) and (d) show these confirmed detections after shifting and stacking to their correct rates of motion, now renamed as B1j_YOSO_04 (m ∼ 24.3) and B1j_YOSO_08 (m ∼ 24.9), respectively.

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