 Groups of experts, relative experts, and non-experts viewed stimuli consisting of generated versions of figurative paintings varying in color and abstraction.Participants rated the stimuli on their overall preference, abstractness, color properties, balance, and complexity.Figurative pictures were preferred over abstract pictures with decreasing expertise and colored pictures were preferred over black-and-white pictures.