This figure shows how the recall rate and the precision rate will change for astronomical images with different S/N. The number of astronomical sources in each magnitude is around 2000–3000. From this figure, we find that the classic framework (labeled with SExtractor) has a slightly better performance for astronomical sources with higher S/N, while for astronomical sources with low S/N, our framework (labeled with the detector) is better.