W-INSPECT is able to automatically inspect wheel sets using high definition cameras and an ad-hoc illuminating system. Defects on the running surface of the wheels, such as shelling, spalling, flat spots, etc., are detected and analyzed by the vision system while the train passes on it. The system acquires the full tread of the wheel during its rolling and automatically analyzes the vision data looking for defects.