This lecture overviews Pedestrian Detection  that has many applications in autonomous car vision and smart city applications. It covers the following topics in detail: Self-driving car architecture, Pedestrian state estimator, Crosswalk state estimator, CNN pedestrian detection and tracking, Pedestrian Trajectory Estimation.