1. Introduction
2. Problem Definition
3. Challenges
4. Action Proposal Models
5. Figure-Centric Models
6. Deformable Parts Models
7. Graph-Based Models
8. 3D Convolutional Neural Networks
9. Action Localization Datasets
10. Conclusion