Abstract Figures are an essential part of scientific communication. Yet little is understood about how accessible (e.g., color-blind safe), readable good contrast), and explainable contain captions legends) they are. We develop computational techniques to measure these features analyze a large sample them from open access publications. Our method combines computer human vision research principl...