Recently in CVPR 2019 a more recent paper on ESPNetsv2 was released which showed improvement over MobileNets in terms of computational efficiency for Object Detection. That can be accessed here.
For converting the pretrained YOLO weights to tensorflow weights, we found these 2 repositories particularly useful
Quantizing deep convolutional networks for efficient inference