According to an aspect of the present invention, implantable medical articles are provided, which comprise a surgical mesh that is at least partially covered with a coating that comprises a radiopaque material such as a metal or a metallic compound. The radiopaque material is present in the coating in an amount such that the coated portions of the mesh are visible using radiographic imaging techniques. Other aspects of the invention pertain to methods of making and using such medical articles.