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Table 2

Summary of the average 2D classification performance evaluated on the validation data set.

Magnitude range Prior Class Weighted average 2D completeness Weighted average 2D purity


Original Cleaned Combmod-α Original Cleaned Combmod-α
Quasar 0.916 0.916 0.819 0.344 0.553 0.786
Galaxy 0.935 0.953 0.931 0.641 0.884 0.926
Global prior Star 0.996 0.998 0.999 0.994 0.994 0.994
White dwarf 0.432 0.430 0.395 0.901 0.950 0.954
All magnitudes Binary 0.002 0.002 0.001 0.325 0.278 0.718

Quasar 0.953 0.885 0.570 0.737
Galaxy 0.957 0.939 0.864 0.896
2D variable prior Star 0.998 0.999 0.994 0.994
White dwarf 0.422 0.401 0.947 0.953
Binary 0.002 0.001 0.281 0.717

Notes. Predicted labels are obtained from the class with the maximum posterior probability. The labels ‘original’ and ‘cleaned’ refer to the results evaluated on the full validation data set and the cleaned validation data set, respectively. Combmod-α is the parametric combination of the GDR3 DSC Allosmod and Specmod, where αglob = [1.0,0.6,0.5] and αvari = [0.6, 0.6, 0.5]. Results of the extragalactic classes are highlighted in boldface.

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