Block-Based Image Compression With Parameter-Assistant Inpainting

被引:27
|
作者
Xiong, Zhiwei [1 ]
Sun, Xiaoyan [1 ]
Wu, Feng [1 ]
机构
[1] Microsoft Res Asia, Beijing 100081, Peoples R China
关键词
Assistant parameter; image compression; image inpainting; model class; perceptual quality;
D O I
10.1109/TIP.2010.2044960
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This correspondence presents an image compression approach that integrates our proposed parameter-assistant inpainting (PAI) to exploit visual redundancy in color images. In this scheme, we study different distributions of image regions and represent them with a model class. Based on that, an input image at the encoder side is divided into featured and non-featured regions at block level. The featured blocks fitting the predefined model class are coded by a few parameters, whereas the non-featured blocks are coded traditionally. At the decoder side, the featured regions are restored through PAI relying on both delivered parameters and surrounding information. Experimental results show that our method outperforms JPEG in featured regions by an average bit-rate saving of 76% at similar perceptual quality levels.
引用
收藏
页码:1651 / 1657
页数:7
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