The article introduces graphical models, a statistical technique combining graph theory and probability theory. It discusses Bayesian Networks and Markov Random Fields, along with algorithms like max-sum and sum-product. The researchers applied graphical models to finding coplanar points in stereo images from an uncalibrated camera. While not the fastest method, the study demonstrates how to use graphical models in a real-world problem.