Which metric do you use to evaluate to model?

Your task is classify if a company logo is present on an image. You found out that 96% of a data does not include a logo. You are dealing with data imbalance problem.

Which metric do you use to evaluate to model?
A . F1 Score
B . RMSE
C . F Score with higher precision weighting than recall
D . F Score with higher recall weighted than precision

Answer: D