1. A method of detecting a predefined set of characteristic points of a face from an image of this face, which comprises the step of: obtaining the characteristic points by making a shape and/or a texture of a hierarchy of statistical models of face parts converge over real data supplied by the image of the face by using statistical models of the Patches Active Appearance Models (PAAM) type.