Sparse representation based down-sampling image compression

作者:Wang, Jin; Shi, Yunhui*; Kong, Dehui; Ding, Wenpeng; Li, Chunjing; Yin, Baocai
来源:Journal of Computational and Applied Mathematics, 2011, 236(5): 675-683.
DOI:10.1016/j.cam.2011.06.025

摘要

In this paper, we give an analytical model of the compression error of down-sampled compression based on wavelet transform, which explains why down-sampling before compression can improve coding performance. And we approximate the missing details due to down-sampling and compression by using the linear combination of a set of basis vectors with L-1 norm. Then we propose a down-sampled and high frequency information approximated coding scheme and apply it to natural images, and achieve gains of both subjective quality and objective quality compared with JPEG2000.

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