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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 4.

Detections by our best-trained model marked with blue boxes labeled “Moving Obj,” and the model’s detection confidence. Poorly subtracted stars, image artifacts, and cosmic rays were successfully rejected. Panel (b) also contains two satellite trails, which the model correctly ignored.

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