pop
The following images look most like pop, i.e. among the 20 most similar images to the ones listed below, a lot have pop as a genre tag.
Album Covers
Promotional Photos
"Artist Image" Browser. Jānis Lībeks (libeks@gmail.com), Douglas Turnbull. Swarthmore College, 2010.