Blocking artifact reduction in block-coded image using block classification and feedforward neural network

被引:0
|
作者
Kwon, KK [1 ]
Lee, SH [1 ]
Kwon, SG [1 ]
Park, KN [1 ]
Lee, KI [1 ]
机构
[1] Kyungpook Natl Univ, Sch Elect & Elect Engn, Buk Gu, Taegu 702701, South Korea
关键词
blocking artifact; neural network; block classification; adaptive filtering;
D O I
暂无
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
A new blocking artifact reduction algorithm is proposed that uses block classification and feedforward neural network filters in the spatial domain. At first, the existence of blocking artifact is determined using statistical characteristics of neighborhood block, which is then used to classify the block boundaries into one of four classes. Thereafter, adaptive interblock filtering is only performed in two classes of block boundaries that include blocking artifact. That is, in smooth regions with blocking artifact, a two-layer feedforward neural network filters trained by an error back-propagation algorithm is used, while in complex regions with blocking artifact, a linear interpolation method is used to preserve the image details. Experimental results show that the proposed algorithm produces better results than the conventional algorithms.
引用
收藏
页码:1742 / 1745
页数:4
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