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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 14.

(Top left) ROC curve for the labeled positives at V < 19 (blue), V < 20 (orange), V < 21 (green), and V < 22 (red). The black-dashed diagonal line is at FPR = TPR for reference. (Top right) Same as top left, but without threshold bins >0.999 or <0.001. (Bottom left) Threshold versus TPR and FPR rates, with colors the same as above for TPR. FPR is shown in black. (Bottom right) Same as bottom left, but without threshold bins >0.999 or <0.001.

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