Introduction.- Operating principles of structured light depth cameras.- Operating principles of Time-of-Flight depth cameras.- Calibration.- Data fusion from depth and standard cameras.- Scene segmentation assisted by data depth.- 3D scene reconstruction from depth camera data.- Human pose estimation and tracking.- Gesture recognition.- Conclusions.