Open Access
Table 3
Ablation analysis of framework modules.
| Model configuration | Precision | Recall by flux interval | |
|---|---|---|---|
| 0-1 mCrab | 1+ mCrab | ||
| Baseline-512 | 0.50 | 0.0482 | 0.1588 |
| Framework without data enhancement | 0.53 | 0.0975 | 0.2404 |
| Framework with data enhancement | 0.90 | 0.0426 | 0.1877 |
| Framework with single data enhancement | 0.51 | 0.0511 | 0.2005 |
| Framework with PSF-Conv | 0.50 | 0.1348 | 0.2907 |
| Framework with MKMS-FPN | 0.50 | 0.0926 | 0.1937 |
| Framework | 0.90 | 0.0582 | 0.2469 |
Notes. Precision and recall performance in different flux intervals. Precision and recall across flux intervals demonstrate the contributions of data enhancement, PSFConv, and MKMS-FPN to detection stability and sensitivity.
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