Which Measure Is Most Important for Evaluating the Performance of Classifiers

Which measure is most important for evaluating the performance of classifiers, models that predict class membership?

A) Root mean squared error (RMSE)
B) Area under the receiver operating characteristic (ROC) curve
C) Percentage of correctly classified cases
D) Hosmer-Lemeshow statistic