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The principal components of natural images revisited
1Department of Electrical and Computer Engineering, Florida A&M University, Tallahassee 32310, USA. gh@eng.fsu.edu
Abstract:
This paper investigates the principal components (PCs) of natural gray and color images. A horizontal and vertical typology of PCs is found which leads to the identification of groups of basis functions for steerable bandpass filters. Using this system, the contribution of spatio-chromatic structure to the total variance can be quantified for selected spatial frequencies.
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