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A comprehensive framework for image inpainting.

Publication ,  Journal Article
Bugeau, A; Bertalmío, M; Caselles, V; Sapiro, G
Published in: IEEE transactions on image processing : a publication of the IEEE Signal Processing Society
October 2010

Inpainting is the art of modifying an image in a form that is not detectable by an ordinary observer. There are numerous and very different approaches to tackle the inpainting problem, though as explained in this paper, the most successful algorithms are based upon one or two of the following three basic techniques: copy-and-paste texture synthesis, geometric partial differential equations (PDEs), and coherence among neighboring pixels. We combine these three building blocks in a variational model, and provide a working algorithm for image inpainting trying to approximate the minimum of the proposed energy functional. Our experiments show that the combination of all three terms of the proposed energy works better than taking each term separately, and the results obtained are within the state-of-the-art.

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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

October 2010

Volume

19

Issue

10

Start / End Page

2634 / 2645

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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Bugeau, A., Bertalmío, M., Caselles, V., & Sapiro, G. (2010). A comprehensive framework for image inpainting. IEEE Transactions on Image Processing : A Publication of the IEEE Signal Processing Society, 19(10), 2634–2645. https://doi.org/10.1109/tip.2010.2049240
Bugeau, Aurélie, Marcelo Bertalmío, Vicent Caselles, and Guillermo Sapiro. “A comprehensive framework for image inpainting.IEEE Transactions on Image Processing : A Publication of the IEEE Signal Processing Society 19, no. 10 (October 2010): 2634–45. https://doi.org/10.1109/tip.2010.2049240.
Bugeau A, Bertalmío M, Caselles V, Sapiro G. A comprehensive framework for image inpainting. IEEE transactions on image processing : a publication of the IEEE Signal Processing Society. 2010 Oct;19(10):2634–45.
Bugeau, Aurélie, et al. “A comprehensive framework for image inpainting.IEEE Transactions on Image Processing : A Publication of the IEEE Signal Processing Society, vol. 19, no. 10, Oct. 2010, pp. 2634–45. Epmc, doi:10.1109/tip.2010.2049240.
Bugeau A, Bertalmío M, Caselles V, Sapiro G. A comprehensive framework for image inpainting. IEEE transactions on image processing : a publication of the IEEE Signal Processing Society. 2010 Oct;19(10):2634–2645.

Published In

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

DOI

EISSN

1941-0042

ISSN

1057-7149

Publication Date

October 2010

Volume

19

Issue

10

Start / End Page

2634 / 2645

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