My instinct is that your own suggestion of "popular imagery" would work best with the context here.
See, for example, its use as applied to Mikhaïl Larionov's work:
"The intensity of his « anti-cultural » reaction led him as early as 1911 to an anti-academic reaction which he himself denoted as «primitivism ». To Larionov, « primitivism » meant the negation of academic canons of representation, recourse to « free drawing », and the glorification of what had formerly been considered « a-cultural » : Expressionist « ugliness » and popular imagery."
http://www.andrei-nakov.org/en/larionov.html
"Larionov's (1881-1964) search for a new plastic language rejected traditional 19th-century Russian art, turning toward naive art, popular imagery and stylized Russian shopsigns. "
http://www.abebooks.co.uk/Mikhail-Larionov-Kovtun-Yevgeny-PA...
and:
"Natalia Gontcharova explores a greater expressivity by drawing on popular tradition, children’s drawings, village scenes, the subjects of popular imagery, for the work titled “Le Parc en Hiver”, created circa 1909. The simplicity of line and color highlight the vigor of primal creativity. "
http://www.tajan.com/en/actualite/T