Some vehicles, such as transit buses, school buses, and vehicles carrying hazardous materials, must stop at all railroad crossings. If you are following this type of vehicle, be prepared to stop. Motorcycles or bicycles are not among those vehicles.
This question asked which vehicle is not required to stop.