@TECHREPORT{AICPub544:1987, AUTHOR={Pentland, Alex P.}, TITLE={Learning and Recognition In Natural Environments}, ADDRESS={333 Ravenswood Ave., Menlo Park, CA 94025}, INSTITUTION={AI Center, SRI International}, MONTH={Jun}, NUMBER={421}, YEAR={1987}, KEYWORDS={Learning, Vision!Object recognition}, ABSTRACT={We present a system for learning descriptions of objects, and for subsequently recognizing learned objects, that functions in outdoor, natural environments. We describe in detail two modes of functioning within this system: (1) unguided, bottom-up learning of object descriptions directly from image data; (2) top-down recognition of objects whose approximate position and structure are known by use of image-level matching. We then argue that the system’s performance in these two modes indicates that robust outdoor performance can be achieved within the structure of our vision system.} }
