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 |
DOI | 10.1016/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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