Abstract: Filtering-based and optimization-based methods are the two leading methods of VI-SLAM (visual-inertial simultaneous localization and mapping) used in the research field. Firstly, VI-SLAM based on these two methods are introduced, and its latest research progress and key issues are illustrated. Furthermore, the representative frameworks of VI-SLAM are compared. Finally, the future of visual-inertial SLAM is discussed.