How can you obtain ROC and Precision-Recall curves in a detection model?

[lucas-rib-oli]

In another case, I would also like to know how to obtain the TP (true positive), FP (false positive), TN (true negative) and FN (false negative) to obtain the two curves.

[ppwwyyxx]

COCO API can load predictions and compute many different precision and recall metrics