The first three titles below are large multivolume sets; they are the most comprehensive and scholarly dictionaries of artists. Many obscure artists who are not included in other encyclopedias can be found in them.
This reference book covers far fewer artists than the three listed above; however, its second volume, which contains one-page articles on individual works of art, can help you get a good start researching specific art works.