Computer vision aims to enable the perception of the world through the eyes of a computer. However, whenever one seeks to examine an observable real quantity and relate it to a mathematical model, one must contend with statistics. For this reason, this second chapter will present some statistical techniques that are essential for those developing machine vision algorithms.