中国科学院机构知识库网格
Chinese Academy of Sciences Institutional Repositories Grid
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
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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