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Image filling-in in a decomposition space

Publication ,  Journal Article
Bertalmio, M; Vese, L; Sapiro, G; Osher, S
Published in: IEEE International Conference on Image Processing
December 16, 2003

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. The novelty in the approach is to perform filling-in in a domain different from the original given image space. Examples on real images show the advantages of this proposed approach.

Duke Scholars

Published In

IEEE International Conference on Image Processing

Publication Date

December 16, 2003

Volume

1

Start / End Page

853 / 855
 

Citation

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Bertalmio, M., Vese, L., Sapiro, G., & Osher, S. (2003). Image filling-in in a decomposition space. IEEE International Conference on Image Processing, 1, 853–855.
Bertalmio, M., L. Vese, G. Sapiro, and S. Osher. “Image filling-in in a decomposition space.” IEEE International Conference on Image Processing 1 (December 16, 2003): 853–55.
Bertalmio M, Vese L, Sapiro G, Osher S. Image filling-in in a decomposition space. IEEE International Conference on Image Processing. 2003 Dec 16;1:853–5.
Bertalmio, M., et al. “Image filling-in in a decomposition space.” IEEE International Conference on Image Processing, vol. 1, Dec. 2003, pp. 853–55.
Bertalmio M, Vese L, Sapiro G, Osher S. Image filling-in in a decomposition space. IEEE International Conference on Image Processing. 2003 Dec 16;1:853–855.

Published In

IEEE International Conference on Image Processing

Publication Date

December 16, 2003

Volume

1

Start / End Page

853 / 855