The ability to recognize humans and their activities by vision is key for a machine to interact intelligently and effortlessly with a human-inhabited environment. Because of many important applications, "Looking at People" is currently the most active application domain in computer vision. This talk provides an overview of recent developments, with focus on methodologies for detecting, tracking people and recognizing their activities.