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Table 4.
Performance of the CNNs on the simulated test sets.
| IllustrisTNG | Horizon-AGN | |||||||
|---|---|---|---|---|---|---|---|---|
| Metric | z-bin 1 | z-bin 2 | z-bin 3 | z-bin 4 | z-bin 1 | z-bin 2 | z-bin 3 | z-bin 4 |
| [0.1; 0.31) | [0.31; 0.52) | [0.52; 0.76) | [0.76; 1.0] | [0.1; 0.31) | [0.31; 0.52) | [0.52; 0.76) | [0.76; 1.0] | |
| Precision | 0.79 | 0.76 | 0.74 | 0.73 | 0.84 | 0.72 | 0.69 | 0.62 |
| Recall | 0.70 | 0.72 | 0.71 | 0.63 | 0.62 | 0.66 | 0.67 | 0.69 |
| F1-score | 0.74 | 0.74 | 0.72 | 0.68 | 0.71 | 0.69 | 0.68 | 0.65 |
| Accuracy | 0.76 | 0.75 | 0.73 | 0.70 | 0.75 | 0.70 | 0.68 | 0.64 |
Notes. Precision, recall and F1-score refer only to the merger class.
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