tokens: To further improve the performance , recent object detectors introduce novel concepts such as feature pyramid network ( FPN ) instead of region proposal network ( RPN ) , focal loss instead of traditional cross - entropy loss , non - rectangular region selection instead of rectangular bounding box , designing backbone architecture instead of ImageNet pre - trained networks ( e.g. , VGG / ResNet ) .