Visual content does not exist in isolation. In every instance it is part of a wider context, business workflows, textual information, social network information, relationship to databases, user interactions and so on which all have potential useful information embedded in them. This information is often inconsistent, unstructured, only partially observable and so on. The TVPA team researches methods to tackle these issues and leverage multi-modal information effectively.