Evaluating metrics F1, F2, Mean Average Precision for object detection
AP is more accurate than the F scores because it considers the PR relation globally. Articles adopt mAP on VOC because it is the official metric and they have to do comparison with other methods which also adopt this metric. Other competetitons such as some text detections also adopt P R and F score as the default metrics.