Cite an art catalog the way you would cite a book:

Bambach, Carmen C. Michelangelo: Divine Draftsman and Designer. Metropolitian Museum of Art, 2017.

If the catalog does not have an author or editor, begin the entry with the title:

American Encounters: The Simple Pleasures of Still Life. High Museum of Art, 2014.