Lossless image compression by quantization feedback in a content-driven enhanced Laplacian pyramid

被引:71
作者
Aiazzi, B [1 ]
Alparone, L [1 ]
Baronti, S [1 ]
Lotti, F [1 ]
机构
[1] UNIV FLORENCE,DEPT ELECT ENGN,FLORENCE,ITALY
关键词
D O I
10.1109/83.585234
中图分类号
TP18 [人工智能理论];
学科分类号
081104 [模式识别与智能系统]; 0812 [计算机科学与技术]; 0835 [软件工程]; 1405 [智能科学与技术];
摘要
In this paper, the effects of quantization noise feedback on the entropy of Laplacian pyramids are investigated, This technique makes it possible for the maximum absolute reconstruction error to be easily and strongly upper-bounded (near-lossless coding), and therefore, allows reversible compression, The entropy-minimizing optimum quantizer is obtained by modelling the first-order distributions of the differential signals as Laplacian densities, and by deriving a model for the equivalent memoryless entropy, A novel approach, based on an enhanced Laplacian pyramid, is proposed for the compression, either lossless or lossy, of gray-scale images: Major details are prioritized through a content-driven decision rule embedded in a uniform threshold quantizer with noise feedback, Lossless coding shows improvements over reversible Joint Photographers Expert Group (JPEG) and the reduced-difference pyramid schemes, while lossy coding outperforms JPEG, with a significant peak signal-to-noise ratio (PSNR) gain, Also, subjective quality is higher even at very low bit rates, due to the absence of the annoying impairments typical of JPEG, Moreover, image versions having resolution and SNR that are both progressively increasing are made available at the receiving end from the earliest retrieval stage on, as intermediate steps of the decoding procedure, without any additional cost.
引用
收藏
页码:831 / 843
页数:13
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