Definitions of rock rose:

noun: small shrubs of scrub and dry woodland regions of southern Europe and North Africa; grown for their showy flowers and soft often downy and aromatic evergreen foliage
noun: any of numerous varieties of helianthemums having small roselike yellow or white or reddish flowers