Objective Quality Assessment of Screen Content Images by Uncertainty Weighting | |
Fang, Yuming ; Yan, Jiebin ; Liu, Jiaying ; Wang, Shiqi ; Li, Qiaohong ; Guo, Zongming | |
刊名 | IEEE TRANSACTIONS ON IMAGE PROCESSING |
2017 | |
关键词 | Visual quality assessment screen content image full-reference quality assessment uncertainty weighting NATURAL SCENE STATISTICS STRUCTURAL SIMILARITY CONTRAST INFORMATION LUMINANCE GRADIENT FUSION |
DOI | 10.1109/TIP.2017.2669840 |
英文摘要 | In this paper, we propose a novel full-reference objective quality assessment metric for screen content images (SCIs) by structure features and uncertainty weighting (SFUW). The input SCI is first divided into textual and pictorial regions. The visual quality of textual regions is estimated based on perceptual structural similarity, where the gradient information is adopted as the structural feature. To predict the visual quality of pictorial regions in SCIs, we extract the structural features and luminance features for similarity computation between the reference and distorted pictorial patches. To obtain the final visual quality of SCI, we design an uncertainty weighting method by perceptual theories to fuse the visual quality of textual and pictorial regions effectively. Experimental results show that the proposed SFUW can obtain better performance of visual quality prediction for SCIs than other existing ones.; National Natural Science Foundation of China [61571212, 61472011]; Natural Science Foundation of Jiangxi [20161ACB21014]; SCI(E); ARTICLE; 4; 2016-2027; 26 |
语种 | 英语 |
内容类型 | 期刊论文 |
源URL | [http://ir.pku.edu.cn/handle/20.500.11897/474291] |
专题 | 信息科学技术学院 |
推荐引用方式 GB/T 7714 | Fang, Yuming,Yan, Jiebin,Liu, Jiaying,et al. Objective Quality Assessment of Screen Content Images by Uncertainty Weighting[J]. IEEE TRANSACTIONS ON IMAGE PROCESSING,2017. |
APA | Fang, Yuming,Yan, Jiebin,Liu, Jiaying,Wang, Shiqi,Li, Qiaohong,&Guo, Zongming.(2017).Objective Quality Assessment of Screen Content Images by Uncertainty Weighting.IEEE TRANSACTIONS ON IMAGE PROCESSING. |
MLA | Fang, Yuming,et al."Objective Quality Assessment of Screen Content Images by Uncertainty Weighting".IEEE TRANSACTIONS ON IMAGE PROCESSING (2017). |
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