Reasoning is the main focus of work in visual interpretation and understanding so here we discuss four major approaches 1) constraint-based vision, 2) model-based vision, 3) formal logic, and 4) probabilistic frameworks. In each of these subsections, we first describe the general history of the approach and then go on to recent developments.