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Trajectory-agnostic Asteroid Detection in TESS with Deep Learning

  • Authors: Brian P. Powell, Jorge Martinez-Palomera, Amy Tuson, Christina Hedges, Jessie Dotson, Jordan Caraballo-Vega

Brian P. Powell et al 2026 The Astronomical Journal 172 .

  • Provider: AAS Journals

Caption: Figure 13.

(Top left) Solid lines show the PR curve for the labeled positives at V < 19 (blue), V <  20 (orange), V < 21 (green), and V < 22 (red). The dashed horizontal lines show the value of precision at which the model has no discriminative ability for each magnitude threshold (i.e., the outputs are equivalent to randomly guessing). (Top right) Same as top left, but without threshold bins >0.999 or <0.001. (Bottom left) The threshold versus precision (solid lines) and recall (dashed lines). (Bottom right) Same as bottom left, but without threshold bins >0.999 or <0.001.

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