A method for identifying and tracking objects includes: capturing one or more 3-D models of one or more objects in a scene using a three-dimensional (3-D) scanning system, the one or more 3-D models including color and geometry information of the one or more objects; and computing, by an analysis agent, one or more descriptors of the one or more 3-D models, each descriptor corresponding to a fixed-length feature vector; and retrieving metadata identifying the one or more objects based on the one or more descriptors.