1 Introduction
2 Model Inversion Overview
2.1 Basic Concepts of Model Inversion
2.2 MI across Different Modalities
3 MI on Computer Vision
3.1 Private Image Recovery
3.2 Defending Image Data from MI Attacks
4 MI on Natural Language Processing
4.1 Private Text Recovery
4.2 Defending Text Data from MI Attacks
5 MI on Graph Learning
5.1 Private Graph Recovery
5.2 Defending Graph Data from MI Attacks
6 Conclusion and Research Directions