A NONLOCAL-MEANS APPROACH TO EXEMPLAR-BASED INPAINTING

被引:105
作者
Wong, Alexander [1 ]
Orchard, Jeff [2 ]
机构
[1] Univ Waterloo, Waterloo, ON N2L 3G1, Canada
[2] Univ Waterloo, Cheriton Sch Comp Sci, Waterloo, ON N2L 3G1, Canada
来源
2008 15TH IEEE INTERNATIONAL CONFERENCE ON IMAGE PROCESSING, VOLS 1-5 | 2008年
基金
加拿大自然科学与工程研究理事会;
关键词
image inpainting; nonlocal-means;
D O I
10.1109/ICIP.2008.4712326
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper introduces a novel approach to the problem of image inpainting through the use of nonlocal-means. In traditional inpainting techniques, only local information around the target regions are used to fill in the missing information, which is insufficient in many cases. More recent inpainting techniques based on the concept of exemplar-based synthesis utilize nonlocal information but in a very limited way. I the proposed algorithm, we use nonlocal image information from multiple samples within the image. The contribution of each sample to the reconstruction of a target pixel is determined using an weighted similarity function and aggregated to form the missing information. Experimental results show that the proposed method yields quantitative and qualitative improvements compared to the current exemplar-based approach. The proposed approach can also be integrated into existing exemplar-based inpainting techniques to provide improved visual quality.
引用
收藏
页码:2600 / 2603
页数:4
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