Highly overcomplete sparse coding


This paper explores sparse coding of natural images in the highly overcomplete regime. We show that as the overcompleteness ratio approaches 10x, new types of dictionary elements emerge beyond the classical Gabor function shape obtained from complete or only modestly overcomplete sparse coding. These more diverse dictionaries allow images to be approximated… (More)
DOI: 10.1117/12.2013504


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