September
2026
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2026AJ....172..154M
Authors
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Meisner, Aaron M.
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Caselden, Dan
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Marocco, Federico
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Kirkpatrick, J. Davy
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Gagné, Jonathan
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Schneider, Adam C.
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Beiler, Samuel A.
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Fajardo-Acosta, Sergio B.
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Faherty, Jacqueline K.
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Metchev, Stanimir A.
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Barber, Sam
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Kuchner, Marc J.
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Bickle, Thomas P.
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Rustamkulov, Zafar
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The Backyard Worlds: Planet 9 Collaboration
Abstract
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We present the discovery of SMDET-1, a red, fast-moving object ( μ≍1.″3 yr−1) identified in time-resolved unblurred Wide-field Infrared Survey Explorer coadds using a pixel-level deep learning methodology called SMDET. Despite being relatively bright at 4.5 μm compared to many other recent WISE-based brown dwarf discoveries (m[4.5] ≍ 14.6 mag Vega), SMDET-1 had remained overlooked due to its location in a very crowded Galactic plane field (b ≍ 2 .° 25) and contamination from brighter background objects. SMDET-1 is also serendipitously detected at 4.5 μm in late-2012 Spitzer Deep GLIMPSE survey imaging. SMDET-1 is undetected in UKIDSS and Palomar/Wide Field Infrared Camera near-infrared imaging, with the strongest constraint on its temperature (Teff < 391 K) arising from its Deep GLIMPSE color limit of m[3.6] − m[4.5] > 2.81 mag, which also implies a very nearby photometric distance <7.4 pc. The Spitzer color bound corresponds to a Y-dwarf phototype. SMDET-1 illustrates the importance of continued searches for nearby brown dwarfs within archival datasets like WISE and Spitzer, as well as the potential of pixel-level deep learning to discover astronomical moving objects that challenge traditional data analysis approaches.
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