Image and video superresolution development and application of structural learning and graph theory-based characterization of neural networks, neuro-fuzzy computing, video-mosaicing and high-resolution image construction, and the development of an application motivated theory for robust multidimensional systems, with support from the National Science Foundation and the Army Research Laboratory.