This paper analyses the state-of-the-art of several object-detection systems combined with various feature extractors previously developed by their corresponding authors, finding that Faster R-CNN Inception Resnet V2 obtains the best mAP, while R-FCN Resnet 101 strikes the best trade-off between accuracy and execution time.