Exemplar-Based Inpainting: Technical Review and New Heuristics for Better Geometric Reconstructions

被引:81
作者
Buyssens, Pierre [1 ]
Daisy, Maxime [1 ]
Tschumperle, David [1 ]
Lezoray, Olivier [1 ]
机构
[1] Univ Caen Basse Normandie, GREYC Lab, F-14032 Caen, France
关键词
Exemplar-based image inpainting; structure tensor analysis; patch lookup strategy; anisotropic spatial patch blending; IMAGE COMPLETION; OBJECT REMOVAL; PROPAGATION; FRAMEWORK; FIELDS; COLOR;
D O I
10.1109/TIP.2015.2411437
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 proposes a technical review of exemplar-based inpainting approaches with a particular focus on greedy methods. Several comparative and illustrative experiments are provided to deeply explore and enlighten these methods, and to have a better understanding on the state-of-the-art improvements of these approaches. From this analysis, three improvements over Criminisi et al. algorithm are then presented and detailed: 1) a tensor-based data term for a better selection of pixel candidates to fill in; 2) a fast patch lookup strategy to ensure a better global coherence of the reconstruction; and 3) a novel fast anisotropic spatial blending algorithm that reduces typical block artifacts using tensor models. Relevant comparisons with the state-of-the-art inpainting methods are provided that exhibit the effectiveness of our contributions.
引用
收藏
页码:1809 / 1824
页数:16
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