This lecture overviews Crowd Detection and Analysis that has many applications in Human-centered Computing, Image and Video Analysis and Smart City applications and surveillance. It covers the following topics in detail: Pedestrian Detection. Crowd Detection. Crowd Counting/Density. Crowd Tracking. Crowd Behavior Analysis.