New algorithms for best local cosine basis search

Yan Huang, Ilya Pollak, Charles A. Bouman, M.N. Do · 2004

We propose a best basis search algorithm for local cosine dictionaries. We improve upon the classical best local cosine basis selection based on a dyadic tree (Coifman, R.R. and Wickerhauser, M.V., IEEE Trans. Inf. Th., vol.38, no.2, p.713-18, 1992), by considering a larger dictionary of bases. This results in more compact representations, lower costs, and approximate shift-invariance. We also provide a version of our algorithm which is strictly shift-invariant.

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