Google releases trained models for detection purposes on the COCO dataset.
https://research.googleblog.com/2017/06/supercharge-your-computer-vision-models.html
Mainly SSD, R-FCN and Faster RCNN. Nothing really exciting, they won using an ensemble of Faster RCNN models