Visual languages are frequently used in wide ranging application areas. In computing particularly, visual languages often play a central role such as in the design of software artefacts, conveying models of computation, or in providing an understanding of systems in general. This special issue demonstrates just some of the vast array of research topics in visual languages, in the specific areas of Visual Analytics and Visual Semantics.