Any person owning a vehicle subject to taxation under the provisions of this article who fails or refuses to pay such tax and obtain the privilege license required within the prescribed period of time shall be guilty of violating the provisions of this article, and shall be liable for the amount of such tax plus a penalty as provided for in this section.