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No-reference perceptual image quality metric using gradient profiles for jpeg2000
Liang, Luhong1; Wang, Shiqi3; Chen, Jianhua4; Ma, Siwei3; Zhao, Debin2; Gao, Wen3,4,5
刊名Signal processing-image communication
2010-08-01
卷号25期号:7页码:502-516
关键词Blur Ringing Perceptual quality Gradient profile Image compression Jpeg2000
ISSN号0923-5965
DOI10.1016/j.image.2010.01.007
通讯作者Liang, luhong(lhliang@jdl.ac.cn)
英文摘要No-reference measurement of perceptual image quality is a crucial and challenging issue in modern image processing applications. one of the major difficulties is that some inherent features of natural images and artifacts are possibly rather ambiguous. in this paper, we tackle this problem using statistical information on image gradient profiles and propose a novel quality metric for jpeg2000 images. the key part of the metric is a histogram representing the sharpness distribution of the gradient profiles, from which a blur metric that is insensitive to inherently blurred structures in the natural image is established. then a ringing metric is built based on ringing visibilities of regions associated with the gradient profiles. finally, a combination model optimized through plenty of experiments is developed to predict the perceived image quality. the proposed metric achieves performance competitive with the state-of-the-art no-reference metrics on public datasets and is robust to various image contents. (c) 2010 elsevier b.v. all rights reserved.
WOS关键词EDGE-DETECTION ; BLUR
WOS研究方向Engineering
WOS类目Engineering, Electrical & Electronic
语种英语
出版者ELSEVIER SCIENCE BV
WOS记录号WOS:000282032800004
内容类型期刊论文
URI标识http://www.corc.org.cn/handle/1471x/2412158
专题中国科学院大学
通讯作者Liang, Luhong
作者单位1.Chinese Acad Sci, Inst Comp Technol, Key Lab Intelligent Informat Proc, Beijing 100190, Peoples R China
2.Harbin Inst Technol, Harbin 150001, Peoples R China
3.Peking Univ, Beijing 100872, Peoples R China
4.Chinese Acad Sci, Grad Univ, Beijing 100039, Peoples R China
5.Chinese Acad Sci, Inst Comp Technol, Beijing 100080, Peoples R China
推荐引用方式
GB/T 7714
Liang, Luhong,Wang, Shiqi,Chen, Jianhua,et al. No-reference perceptual image quality metric using gradient profiles for jpeg2000[J]. Signal processing-image communication,2010,25(7):502-516.
APA Liang, Luhong,Wang, Shiqi,Chen, Jianhua,Ma, Siwei,Zhao, Debin,&Gao, Wen.(2010).No-reference perceptual image quality metric using gradient profiles for jpeg2000.Signal processing-image communication,25(7),502-516.
MLA Liang, Luhong,et al."No-reference perceptual image quality metric using gradient profiles for jpeg2000".Signal processing-image communication 25.7(2010):502-516.
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