1. Introduction  
2. Related Work  
3. Fundamentals of Medical Image Segmentation with Deep Networks  
4. Incorporating Low-level Prior in Image Segmentation  
5. High-level Prior-based Loss Functions  
6. Discussion  
7. Conclusions