In this report, we present a new method to recover an approximation of the bidirectional re ectance distribution function (BRDF) of the surfaces present in a real scene. This is done from a single photograph and a 3D geometric model of the scene. The result is a full model of the re ectance properties of all surfaces, which can be rendered under novel illumination conditions, with, for example,...