Precision–recall curve for the each transient category. The red line represents the precision–recall curve for point-like sources, while the black curve is the precision–recall curve for the streak-like sources. From this figure, we find that the Faster R-CNN has a different performance for different astronomical sources. The Faster R-CNN is better for the detection and classification of streak-like sources.