It has been done with manual segmentation [1]. And the results are mind blowing. There also a lot of work done on segmentation with neural nets [2, 3], so I wouldn't be surprised to see someone implementing this idea in the near future.
1: https://github.com/alexjc/neural-doodle
2: https://arxiv.org/pdf/1605.06211.pdf
3: http://mi.eng.cam.ac.uk/projects/segnet/