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No-Reference Retargeted Image Quality Assessment Based on Pairwise Rank Learning
Ma, Lin1; Xu, Long2; Zhang, Yichi3; Yan, Yihua2; Ngan, King Ngi3
刊名IEEE TRANSACTIONS ON MULTIMEDIA
2016-11-01
卷号18期号:11页码:2228-2237
关键词Image quality assessment no-reference rank learning retargeted image
英文摘要In this paper, we propose a novel no-reference image quality assessment method for the retargeted image based on the pairwise rank learning approach. Each retargeted image needs to be first represented as a feature vector, which not only captures the image characteristics but also is sensitive to distortions during the retargeting process. As such, we investigate and examine different image representations for their abilities depicting the perceptual quality of retargeted image. Based on the image representations, we resort to the pairwise rank learning approach to discriminate the perceptual quality between the retargeted image pairs. Experimental results demonstrate that the proposed method can effectively depict the perceptual quality of the retargeted image, which can even perform comparably with the full-reference quality assessment methods.
WOS标题词Science & Technology ; Technology
类目[WOS]Computer Science, Information Systems ; Computer Science, Software Engineering ; Telecommunications
研究领域[WOS]Computer Science ; Telecommunications
关键词[WOS]STRUCTURAL SIMILARITY ; STATISTICS ; REGRESSION ; DOMAIN ; SCENE
收录类别SCI
语种英语
WOS记录号WOS:000386936900010
内容类型期刊论文
源URL[http://ir.bao.ac.cn/handle/114a11/6855]  
专题国家天文台_太阳物理研究部
作者单位1.Tencent AI Lab, Shenzhen 518057, Peoples R China
2.Chinese Acad Sci, Natl Astron Observ, Key Lab Solar Act, Beijing 100049, Peoples R China
3.Chinese Univ Hong Kong, Dept Elect Engn, Hong Kong, Hong Kong, Peoples R China
推荐引用方式
GB/T 7714
Ma, Lin,Xu, Long,Zhang, Yichi,et al. No-Reference Retargeted Image Quality Assessment Based on Pairwise Rank Learning[J]. IEEE TRANSACTIONS ON MULTIMEDIA,2016,18(11):2228-2237.
APA Ma, Lin,Xu, Long,Zhang, Yichi,Yan, Yihua,&Ngan, King Ngi.(2016).No-Reference Retargeted Image Quality Assessment Based on Pairwise Rank Learning.IEEE TRANSACTIONS ON MULTIMEDIA,18(11),2228-2237.
MLA Ma, Lin,et al."No-Reference Retargeted Image Quality Assessment Based on Pairwise Rank Learning".IEEE TRANSACTIONS ON MULTIMEDIA 18.11(2016):2228-2237.
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