The paper presents a brief description of newly developed algorithms based on the moments of intensity functions. The algorithms can be applied in real-time computer vision systems for the identification and localization of 2D and 3D objects. The algorithms (with one exception) require 2D intensity functions (i.e. monocular images) both for 2D and 3D objects. Special emphasis is put on a problem of deformations caused by perspective distortion.