Super-resolution of video using deformable patches

科研成果: 书/报告/会议事项章节会议稿件同行评审

1 引用 (Scopus)

摘要

We introduce the external examples to address the video super-resolution problem. Instead of using sub-pixel complementary information or self-similar examples, we propose the concept that the high frequency video details could be estimated from the external examples effectively. We prepare the high resolution dictionary by randomly selecting patches from the external high resolution images. For each low resolution patch in current frame, we select its neighboring similar patches within current and adjacent frames as the adaptive neighborhood. Their corresponding HR patches in the dictionary are chosen as the deformation candidates. Then we deform them to fit the LR patch. These patches are weighted combined and the final high resolution image is reconstructed by imposing the global constraints. Experiments show that our method outperforms the state-of-art methods.

源语言英语
主期刊名Intelligence Science and Big Data Engineering
主期刊副标题Image and Video Data Engineering - 5th International Conference, IScIDE 2015, Revised Selected Papers
编辑Xiaofei He, Zhi-Hua Zhou, Xinbo Gao, Zhi-Yong Liu, Yanning Zhang, Baochuan Fu, Fuyuan Hu, Zhancheng Zhang
出版商Springer Verlag
647-656
页数10
ISBN(印刷版)9783319239873
DOI
出版状态已出版 - 2015
活动5th International Conference on Intelligence Science and Big Data Engineering, IScIDE 2015 - Suzhou, 中国
期限: 14 6月 201516 6月 2015

出版系列

姓名Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
9242
ISSN(印刷版)0302-9743
ISSN(电子版)1611-3349

会议

会议5th International Conference on Intelligence Science and Big Data Engineering, IScIDE 2015
国家/地区中国
Suzhou
时期14/06/1516/06/15

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