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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 15.

The detection fraction (or completeness) as a function of asteroid visual magnitude at fixed pixel-level precision levels for all labeled asteroids (V ≤ 22). Each curve corresponds to the prediction score threshold required to achieve the indicated precision (given in Table 3), where precision represents the fraction of all model-selected positive pixels that correspond to labeled positives. The horizontal gray-dotted line marks a 50% detection efficiency.

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