Mask RCNN is extension of Faster RCNN. In 2017, this is the state-of-the-art method for object detection, semantic segmentation and human pose estimation. This awesome research is done by Facebook AI Research. This post provides video series talking about how Mask RCNN works, in paper review style. May it helps.
6. Mask RCNN – Experiment Result Discussion and Conclusion