1 Introduction
1.1 Objectives and Distinctiveness of this Survey

2 Preliminaries
2.1 Traditional Image Watermarking Components
2.2 Typical Metrics and Factors

3 A Brief Yet In-Depth Survey of Deep Learning Based Image Watermarking

4 Discussion of Potential Future Directions

5 Conclusion