DocumentCode
1576801
Title
A multi-scale image inpainting algorithm based on GMRF model
Author
Wang, Rui ; Gu, Dongbing ; Liu, Guangwen ; Sun, Junxi
Author_Institution
Sch. of Electron. & Inf. Eng., Changchun Univ. of Sci. & Technol., Changchun, China
fYear
2009
Firstpage
1844
Lastpage
1848
Abstract
A novel approach to image inpainting is introduced in this paper. The novelty lies in the combination of the MRF inpainting technique and a multiscale information fusion mechanism. This combination uses both local information via the MRF technique and global information via the multi-scale mechanism to improve the image inpainting quality. The proposed algorithm consists of three steps. In the first step, the image to be inpainted is decomposed into multiple levels via a multi-scale decomposition. In the second step, the image of each level is inpainted based on the MRF model. Finally, the multi-scale inpainting results of all levels with different scales are fused. The experimental results show that the proposal inpainting algorithm achieves fairly good results.
Keywords
Gaussian processes; Markov processes; image fusion; GMRF model; Gaussian Markov random field model; image inpainting quality; multiscale image decomposition; multiscale image inpainting algorithm; multiscale information fusion mechanism; Biomimetics; Computer graphics; Filling; Image restoration; Markov random fields; Pixel; Probability density function; Proposals; Robots; Sun;
fLanguage
English
Publisher
ieee
Conference_Titel
Robotics and Biomimetics (ROBIO), 2009 IEEE International Conference on
Conference_Location
Guilin
Print_ISBN
978-1-4244-4774-9
Electronic_ISBN
978-1-4244-4775-6
Type
conf
DOI
10.1109/ROBIO.2009.5420444
Filename
5420444
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