Real-time gymnast detection and performance analysis with a portable 3D camera.

•An automated system to analyze pommel horse moves using depth imagery is developed.•Kinect data is automatically segmented to identify depths of interest.•A new activity recognition for silhouettes is proposed.•A real-world application is developed and is currently in use by gymnastics coaches.