https://github.com/annomator/annomator_1.0

Annomator automatically generates text, box and mask data for direct use or training. Use the automatic image annotation or start from scratch. Simply paint each mask with the right color code with no external text file needed. It is compatible with all the MSCOCO models in the Tensorflow Model Zoo.