From the Facebook Research team, just released, support for training on own dataset.

  
      
      GitHub
  
  
    

facebookresearch/maskrcnn-benchmark 457

Fast, modular reference implementation of Semantic Segmentation and Object Detection algorithms in PyTorch. - facebookresearch/maskrcnn-benchmark