Highlights•Simple algorithms could extract gait characteristics based on inertial measurement units (IMU).•The comparison of the IMU-based estimation of the range of motion with the optical tracking system gave similar results to the more sophisticated IMU-based approaches.•The IMU-based detection of stance and swing phases compared to video-recorded steps showed promising results.