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Boosted Dictionary Learning for Image Compression
Journal article

Boosted Dictionary Learning for Image Compression

Abstract

Sparse representations over redundant dictionaries have shown to produce high-quality results in various signal and image processing tasks. Recent advancements in learning-based dictionary design have made image compression using data-adaptive learned dictionaries a promising field. In this paper, we present a boosted dictionary learning framework to construct an ensemble of complementary specialized dictionaries for sparse image …

Authors

Nejati M; Samavi S; Karimi N; Soroushmehr SMR; Najarian K

Journal

IEEE Transactions on Image Processing, Vol. 25, No. 10, pp. 4900–4915

Publisher

Institute of Electrical and Electronics Engineers (IEEE)

Publication Date

October 1, 2016

DOI

10.1109/tip.2016.2598483

ISSN

1057-7149