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Simultaneous structure and texture image inpainting.

Publication ,  Journal Article
Bertalmio, M; Vese, L; Sapiro, G; Osher, S
Published in: IEEE transactions on image processing : a publication of the IEEE Signal Processing Society
January 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. Examples on real images show the advantages of this proposed approach.

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Published In

IEEE transactions on image processing : a publication of the IEEE Signal Processing Society

DOI

EISSN

1941-0042

ISSN

1057-7149

Publication Date

January 2003

Volume

12

Issue

8

Start / End Page

882 / 889

Related Subject Headings

  • Artificial Intelligence & Image Processing
  • 4607 Graphics, augmented reality and games
  • 4603 Computer vision and multimedia computation
  • 1702 Cognitive Sciences
  • 0906 Electrical and Electronic Engineering
  • 0801 Artificial Intelligence and Image Processing
 

Citation

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Bertalmio, M., Vese, L., Sapiro, G., & Osher, S. (2003). Simultaneous structure and texture image inpainting. IEEE Transactions on Image Processing : A Publication of the IEEE Signal Processing Society, 12(8), 882–889. https://doi.org/10.1109/tip.2003.815261
Bertalmio, Marcelo, Luminita Vese, Guillermo Sapiro, and Stanley Osher. “Simultaneous structure and texture image inpainting.IEEE Transactions on Image Processing : A Publication of the IEEE Signal Processing Society 12, no. 8 (January 2003): 882–89. https://doi.org/10.1109/tip.2003.815261.
Bertalmio M, Vese L, Sapiro G, Osher S. Simultaneous structure and texture image inpainting. IEEE transactions on image processing : a publication of the IEEE Signal Processing Society. 2003 Jan;12(8):882–9.
Bertalmio, Marcelo, et al. “Simultaneous structure and texture image inpainting.IEEE Transactions on Image Processing : A Publication of the IEEE Signal Processing Society, vol. 12, no. 8, Jan. 2003, pp. 882–89. Epmc, doi:10.1109/tip.2003.815261.
Bertalmio M, Vese L, Sapiro G, Osher S. Simultaneous structure and texture image inpainting. IEEE transactions on image processing : a publication of the IEEE Signal Processing Society. 2003 Jan;12(8):882–889.

Published In

IEEE transactions on image processing : a publication of the IEEE Signal Processing Society

DOI

EISSN

1941-0042

ISSN

1057-7149

Publication Date

January 2003

Volume

12

Issue

8

Start / End Page

882 / 889

Related Subject Headings

  • Artificial Intelligence & Image Processing
  • 4607 Graphics, augmented reality and games
  • 4603 Computer vision and multimedia computation
  • 1702 Cognitive Sciences
  • 0906 Electrical and Electronic Engineering
  • 0801 Artificial Intelligence and Image Processing