Pose Depth Volume extraction from RGB-D streams for frontal gait recognition

► We combine depth and RGB information from Kinect for frontal gait recognition. ► Key poses are extracted using depth frames registered in RGB frame coordinate system. ► A new feature named Pose Depth Volume is proposed. ► Comparative study with existing gait features has been done.