A novel method to detect stairs with a RGB-D camera is proposed. We get the fully measured model with pose to validate and help in navigation. The system is designed to be wearable and aimed to assist the visually impaired. Visual odometry is computed to enhance the navigation system in video sequences. On-line stair measurements are used to correct the drift of the visual odometry.