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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