L∞ constrained high-fidelity image compression via adaptive context modeling

被引:53
作者
Wu, XL [1 ]
Bao, P
机构
[1] Univ Western Ontario, Dept Comp Sci, London, ON N6A 5B7, Canada
[2] Hong Kong Polytech Univ, Dept Comp, Hong Kong, Hong Kong, Peoples R China
关键词
context modeling of images; entropy coding; near-lossless image compression; predictive coding; trellis quantization;
D O I
10.1109/83.841931
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, vee study high-fidelity image compression with a given tight L-infinity bound. We propose some practical adaptive context modeling techniques to correct prediction biases caused by quantizing prediction residues, a problem common to the existing DPCM-type predictive near-lossless image coders. By incorporating the proposed techniques into the near-lossless version of CALIC that is considered by many as state-of-the-art algorithm, me mere able to increase its PSNR by 1 dB or more and/or reduce its bit rate by 10% or more. More encouragingly, at bit rates around 1.25 bpp or higher, our method obtained competitive PSNR results against the best L-2-based wavelet coders, while obtaining much smaller L-infinity bound.
引用
收藏
页码:536 / 542
页数:7
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