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Table 6.
Post-consolidation colour-only performance.
| Consolidation method | Class | F1 | ACC | P | R | F | AUC | Nsources |
|---|---|---|---|---|---|---|---|---|
| STAR | 98.64 | 99.57 | 99.51 | 97.78 | 0.09 | 0.988 | 7596 | |
| Optimal | GAL | 98.7 | 98.04 | 98.43 | 98.98 | 4.86 | 0.971 | 36 967 |
| QSO | 91.07 | 98.51 | 94.44 | 87.93 | 0.49 | 0.937 | 3903 | |
| STAR | 98.45 | 99.51 | 99.64 | 97.28 | 0.07 | 0.986 | 7548 | |
| Alternative | GAL | 98.7 | 98.04 | 98.43 | 98.98 | 4.86 | 0.971 | 36 967 |
| QSO | 90.91 | 98.5 | 94.94 | 87.21 | 0.44 | 0.934 | 3851 | |
| Highest- | STAR | 98.62 | 99.56 | 99.46 | 97.79 | 0.1 | 0.988 | 7601 |
| probability | GAL | 98.72 | 98.06 | 98.42 | 99.02 | 4.91 | 0.971 | 36 990 |
| QSO | 91.11 | 98.52 | 94.33 | 88.1 | 0.5 | 0.938 | 3915 | |
Notes. Comparison of the optimal and alternative consolidation methods, defined in Sect. 5.1.2. The “optimal”, “alternative”, and “highest-probability” consolidation methods give 220, 320 and 180 post-consolidation outliers respectively.
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