This article deals with opportunities and challenges faced by humanities disciplines like art history or aesthetics when turning their attention from traditional pursuits to the study of scientific images and visualizations. These pose particular problems to interpretation and evaluation for what, in Germany, is called Bildwissenschaft or image science.