1 Introduction

2 Facial Attribute Analysis Preliminaries

3 Facial Attribute Analysis Datasets and Metrics

4 State-of-the-art Facial Attribute Estimation Methods

5 State-of-the-art Facial Attribute Manipulation Methods

6 Additional Related Issues

7 Challenges and Opportunities

8 Conclusion