Restoration of lossy compressed noisy images

被引:7
|
作者
Al-Shaykh, OK [1 ]
Mersereau, RM
机构
[1] M4 Labs, San Diego, CA 92121 USA
[2] Georgia Inst Technol, Sch Elect & Comp Engn, Atlanta, GA 30332 USA
基金
美国国家科学基金会;
关键词
D O I
10.1109/83.791961
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Noise degrades the performance of any image compression algorithm. However, at very low bit rates, image coders effectively filters noise that may be present in the image, thus, enabling the coder to operate closer to the noise free case. Unfortunately, at these low bit rates the quality of the compressed image is reduced and very distinctive coding artifacts occur. This paper proposes a combined restoration of the compressed image from both the artifacts introduced by the coder along with the additive noise. The proposed approach is applied to images corrupted by data-dependent Poisson noise and to images corrupted by film-grain noise when compressed using a block-transform-coder such as JPEG. This approach has proved to be effective in terms of visual quality and peak signal-to-noise ratio (PSNR) when tested on simulated and real images.
引用
收藏
页码:1348 / 1360
页数:13
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