Changchun Institute of Optics,Fine Mechanics and Physics,CAS
Projection-based image restoration via sparse representation and nonlocal regularization | |
Xu H.-Y.; Sun Q.-S.; Li D.-Y.; Xuan L. | |
2014 | |
发表期刊 | Tien Tzu Hsueh Pao/Acta Electronica Sinica |
ISSN | ISBN/03722112 |
卷号 | 42期号:7页码:1299-1304 |
摘要 | This paper proposes a projection based sparse representation and nonlocal regularization deblurring and denoising image restoration algorithm. The algorithm combines sparse representation via adaptive learned dictionary and nonlocal total variation, and the proposed regularization model is divided into three projection sub problems to solve to improve the efficiency. Experimental results show that the proposed algorithm can preserve the detail information effectively, and have nice restoration results for images with different degree of degradation. The proposed algorithm achieves improvement on both visual appearance and objective indices compared with state-of-the-art methods. |
收录类别 | EI |
语种 | 中文 |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ciomp.ac.cn/handle/181722/44291 |
专题 | 中科院长春光机所知识产出 |
推荐引用方式 GB/T 7714 | Xu H.-Y.,Sun Q.-S.,Li D.-Y.,et al. Projection-based image restoration via sparse representation and nonlocal regularization[J]. Tien Tzu Hsueh Pao/Acta Electronica Sinica,2014,42(7):1299-1304. |
APA | Xu H.-Y.,Sun Q.-S.,Li D.-Y.,&Xuan L..(2014).Projection-based image restoration via sparse representation and nonlocal regularization.Tien Tzu Hsueh Pao/Acta Electronica Sinica,42(7),1299-1304. |
MLA | Xu H.-Y.,et al."Projection-based image restoration via sparse representation and nonlocal regularization".Tien Tzu Hsueh Pao/Acta Electronica Sinica 42.7(2014):1299-1304. |
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