JOURNAL ARTICLE

Simultaneous structure and texture image inpainting

Marcelo Bertalmı́oLuminita A. VeseGuillermo SapiroStanley Osher

Year: 2003 Journal:   IEEE Transactions on Image Processing Vol: 12 (8)Pages: 882-889   Publisher: Institute of Electrical and Electronics Engineers

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.

Keywords:
Inpainting Image texture Artificial intelligence Texture synthesis Image (mathematics) Computer vision Pattern recognition (psychology) Texture compression Image restoration Texture (cosmology) Feature detection (computer vision) Computer science Mathematics Texture filtering Image processing Algorithm

Metrics

1073
Cited By
23.57
FWCI (Field Weighted Citation Impact)
34
Refs
1.00
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Generative Adversarial Networks and Image Synthesis
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Image Processing Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Computer Graphics and Visualization Techniques
Physical Sciences →  Computer Science →  Computer Graphics and Computer-Aided Design
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