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Simultaneous structure and texture image inpainting

IEEE Transactions on Image Processing · 2003 · Vol. 12(8) · pp. 882–889
Marcelo Bertalmı́oLuminita A. VeseGuillermo SapiroStanley Osher

Abstract

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.

Generative Adversarial Networks and Image SynthesisAdvanced Image Processing TechniquesComputer Graphics and Visualization TechniquesInpaintingImage textureArtificial intelligenceTexture synthesisImage (mathematics)Computer visionPattern recognition (psychology)Texture compressionImage restorationTexture (cosmology)

Funding

  • National Aeronautics and Space Administration
  • University of California, Los Angeles
  • Brookhaven National Laboratory
Citations
1,080
FWCI
24.87
field-weighted impact
References
34
Percentile
100%
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Citations per year
Cited by
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References
Scale-space and edge detection using anisotropic diffusion
IEEE Transactions on Pattern Analysis and Machine Intelligence · 1990 · 11,953 citations
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