A wavelet-based image quality assessment method

被引:16
|
作者
Lu, Wen [1 ]
Gao, Xinbo
Tao, Dacheng [2 ]
Li, Xuelong [3 ]
机构
[1] Xidian Univ, Sch Elect Engn, Xian 710071, Peoples R China
[2] Hong Kong Polytech Univ, Biometr Res Ctr, Dept Comp, Kowloon, Hong Kong, Peoples R China
[3] Univ London, Sch Comp Sci & Informat Syst, Birkbeck Coll, London WC1E 7HX, England
基金
中国国家自然科学基金;
关键词
image quality assessment; human visual system; wavelet transform;
D O I
10.1142/S0219691308002501
中图分类号
TP31 [计算机软件];
学科分类号
081202 ; 0835 ;
摘要
Image quality is a key characteristic in image processing, (10,11) image retrieval, (12,13) and biometrics.(14) In this paper, a novel reduced- reference image quality assessment method is proposed based on wavelet transform. By simulating the human visual system, we take the variance of the visual sensitive coefficients into account to measure a distorted image. The computational complexity of the proposed method is much lower compared with some existing methods. Experimental results demonstrate its advantages in terms of correlation coefficient, outlier ratio, transmitted information, and CPU cost. Moreover, it is also illustrated that the proposed method has a good accordance with human subjective perception.
引用
收藏
页码:541 / 551
页数:11
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