Wavelet-based contourlet in quality evaluation of digital images

被引:31
作者
Gao, Xinbo [3 ]
Lu, Wen [3 ]
Li, Xuelong [2 ]
Tao, Dacheng [1 ]
机构
[1] Hong Kong Polytech Univ, Dept Comp, Biometr Res Ctr, Kowloon, Hong Kong, Peoples R China
[2] Univ London, Sch Comp Sci & Informat Syst, London WC1E 7HX, England
[3] Xidian Univ, Sch Elect Engn, Xian 710071, Peoples R China
基金
中国国家自然科学基金;
关键词
Digital image processing; Quality evaluation; Reduced-reference; Visual perception; Contourlet transform;
D O I
10.1016/j.neucom.2007.12.031
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Feature extraction is probably the most important stage in image quality evaluation-effective features can well reflect the quality of digital images and vice versa. As a non-redundant sparse representation, contourlet transform can effectively reflect visual characteristics of images, and it can be employed to perceptually capture the difference between images. Motivated by this, this paper first proposes an objective reduced-reference image quality evaluation metric based on contourlet transform. Experiments demonstrate that this new objective metric achieves consistent image quality evaluation results with what gained by subjective evaluation. (C) 2008 Elsevier B.V. All rights reserved.
引用
收藏
页码:378 / 385
页数:8
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