Region Proposal Network (RPN) Cross Entropy Loss vs Number of Iterations. This figure shows that Cross Entropy Loss (measures the performance of RPN Classification, that is object or not object, whose output is a probability value between 0 and 1) of the model is reaching zero in the RPN phase, thus achieving good classification performance.