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Filling-in by joint interpolation of vector fields and gray levels.

Publication ,  Journal Article
Ballester, C; Bertalmio, M; Caselles, V; Sapiro, G; Verdera, J
Published in: IEEE transactions on image processing : a publication of the IEEE Signal Processing Society
January 2001

A variational approach for filling-in regions of missing data in digital images is introduced. The approach is based on joint interpolation of the image gray levels and gradient/isophotes directions, smoothly extending in an automatic fashion the isophote lines into the holes of missing data. This interpolation is computed by solving the variational problem via its gradient descent flow, which leads to a set of coupled second order partial differential equations, one for the gray-levels and one for the gradient orientations. The process underlying this approach can be considered as an interpretation of the Gestaltist's principle of good continuation. No limitations are imposed on the topology of the holes, and all regions of missing data can be simultaneously processed, even if they are surrounded by completely different structures. Applications of this technique include the restoration of old photographs and removal of superimposed text like dates, subtitles, or publicity. Examples of these applications are given. We conclude the paper with a number of theoretical results on the proposed variational approach and its corresponding gradient descent flow.

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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 2001

Volume

10

Issue

8

Start / End Page

1200 / 1211

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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Ballester, C., Bertalmio, M., Caselles, V., Sapiro, G., & Verdera, J. (2001). Filling-in by joint interpolation of vector fields and gray levels. IEEE Transactions on Image Processing : A Publication of the IEEE Signal Processing Society, 10(8), 1200–1211. https://doi.org/10.1109/83.935036
Ballester, C., M. Bertalmio, V. Caselles, G. Sapiro, and J. Verdera. “Filling-in by joint interpolation of vector fields and gray levels.IEEE Transactions on Image Processing : A Publication of the IEEE Signal Processing Society 10, no. 8 (January 2001): 1200–1211. https://doi.org/10.1109/83.935036.
Ballester C, Bertalmio M, Caselles V, Sapiro G, Verdera J. Filling-in by joint interpolation of vector fields and gray levels. IEEE transactions on image processing : a publication of the IEEE Signal Processing Society. 2001 Jan;10(8):1200–11.
Ballester, C., et al. “Filling-in by joint interpolation of vector fields and gray levels.IEEE Transactions on Image Processing : A Publication of the IEEE Signal Processing Society, vol. 10, no. 8, Jan. 2001, pp. 1200–11. Epmc, doi:10.1109/83.935036.
Ballester C, Bertalmio M, Caselles V, Sapiro G, Verdera J. Filling-in by joint interpolation of vector fields and gray levels. IEEE transactions on image processing : a publication of the IEEE Signal Processing Society. 2001 Jan;10(8):1200–1211.

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 2001

Volume

10

Issue

8

Start / End Page

1200 / 1211

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