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