Simultaneous structure and texture image inpainting

被引:736
作者
Bertalmio, M [1 ]
Vese, L
Sapiro, G
Osher, S
机构
[1] Univ Pompeu Fabra, Dept Tecnol, Barcelona 08003, Spain
[2] Univ Calif Los Angeles, Dept Math, Los Angeles, CA 90095 USA
[3] Univ Minnesota, Dept Elect & Comp Engn, Minneapolis, MN 55455 USA
关键词
bounded variation; filling-in; image decomposition; inpainting; structure; texture; texture synthesis;
D O I
10.1109/TIP.2003.815261
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
An algorithm for the simultaneous filling-in of texture and structure in regions of missing image information is presented in this paper. The basic idea is to first decompose the image into the sum of two functions with different basic characteristics, and then reconstruct each one of these functions separately with structure and texture filling-in algorithms. The first function used in the decomposition is of bounded variation, representing the underlying image structure, while the second function captures the texture and possible noise. The region of missing information in the bounded variation image is reconstructed using image inpainting algorithms, while the same region in the texture image is filled-in with texture synthesis techniques. The original image is then reconstructed adding back these two sub-images. The novel contribution of this paper is then in the combination of these three previously developed components, image decomposition with inpainting and texture synthesis, which permits the simultaneous use of filling-in algorithms that are suited for different image characteristics. Examples on real images show the advantages of this proposed approach.
引用
收藏
页码:882 / 889
页数:8
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