Multi-scale dictionary for single image super-resolution
文献类型:会议论文
作者 | Zhang, Kaibing ; Gao, Xinbo ; Tao, Dacheng ; Li, Xuelong |
出版日期 | 2012 |
会议名称 | 2012 ieee conference on computer vision and pattern recognition, cvpr 2012 |
会议日期 | june 16, 2012 - june 21, 2012 |
页码 | 1114-1121 |
英文摘要 | reconstruction- and example-based super-resolution (sr) methods are promising for restoring a high-resolution (hr) image from low-resolution (lr) image(s). under large magnification, reconstruction-based methods usually fail to hallucinate visual details while example-based methods sometimes introduce unexpected details. given a generic lr image, to reconstruct a photo-realistic sr image and to suppress artifacts in the reconstructed sr image, we introduce a multi-scale dictionary to a novel sr method that simultaneously integrates local and non-local priors. the local prior suppresses artifacts by using steering kernel regression to predict the target pixel from a small local area. the non-local prior enriches visual details by taking a weighted average of a large neighborhood as an estimate of the target pixel. essentially, these two priors are complementary to each other. experimental results demonstrate that the proposed method can produce high quality sr recovery both quantitatively and perceptually. |
收录类别 | SCI ; EI |
产权排序 | 3 |
会议录 | 2012 ieee conference on computer vision and pattern recognition, cvpr 2012
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会议录出版者 | ieee computer society, 2001 l street n.w., suite 700, washington, dc 20036-4928, united states |
会议录出版地 | united states |
语种 | 英语 |
ISSN号 | 10636919 |
ISBN号 | 9781467312264 |
源URL | [http://ir.opt.ac.cn/handle/181661/20538] ![]() |
专题 | 西安光学精密机械研究所_光学影像学习与分析中心 |
推荐引用方式 GB/T 7714 | Zhang, Kaibing,Gao, Xinbo,Tao, Dacheng,et al. Multi-scale dictionary for single image super-resolution[C]. 见:2012 ieee conference on computer vision and pattern recognition, cvpr 2012. june 16, 2012 - june 21, 2012. |
入库方式: OAI收割
来源:西安光学精密机械研究所
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