Adaptive image coding with perceptual distortion control

被引:114
作者
Höntsch, I [1 ]
Karam, LJ
机构
[1] Inst Rundfunktech, D-80939 Munich, Germany
[2] Arizona State Univ, Dept Elect Engn, Tempe, AZ 85287 USA
基金
美国国家科学基金会;
关键词
image compression; locally adaptive quantization; perceptual distortion;
D O I
10.1109/83.988955
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a discrete cosine transform (DCT)-based locally adaptive perceptual image coder, which discriminates between image components based on their perceptual relevance for achieving increased performance in terms of quality and bit rate. The new coder uses a locally adaptive perceptual quantization scheme based on a tractable perceptual distortion metric. Our strategy is to exploit human visual masking properties by deriving visual masking thresholds in a locally adaptive fashion. The derived masking thresholds are used in controlling the quantization stage by adapting the quantizer reconstruction levels in order to meet the desired target perceptual distortion. The proposed coding scheme is flexible in that it can be easily extended to work with any subband-based decomposition in addition to block-based transform methods. Compared to existing perceptual coding methods, the proposed perceptual coding method exhibits superior performance in terms of bit rate and distortion control. Coding results are presented to illustrate the performance of the presented coding scheme.
引用
收藏
页码:213 / 222
页数:10
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