Incompleteness and background are two important types of variance found in images of objects. It has been proposed that a bidirectional network within the visual cortex allows organisms to cope with this variability. In this thesis, the problems of incompleteness and background are defined in detail and various bidirectional (feedforward and backprojecting) network solutions are proposed and di...