This repo is now deprecated. Instead, use https://github.com/fizyr/keras-retinanet. Keras-retinanet is more accurate, has higher quality code and runs faster.
Also checkout my pytorch retinanet implementation at https://github.com/yhenon/pytorch-retinanet