1 Introduction  
2 Holistic methods  
3 Constrained local methods  
4 Regression-based methods  
5 Discussions: relationships among methods in three major categories  
6 Facial landmark detection “in-the-wild”  
7 Related topics  
8 Databases and evaluations  
9 Conclusion