DocumentCode :
2028774
Title :
Image Inpainting Based on Geometrical Modeling of Complexwavelet Coefficients
Author :
Hua, Gang ; Orchard, Michael T.
Author_Institution :
Rice Univ., Houston
Volume :
1
fYear :
2007
fDate :
Sept. 16 2007-Oct. 19 2007
Abstract :
The restoration of missing regions in images (inpainting) is mathematically an interpolation problem and has many important applications. This paper proposes a novel iterative inpainting algorithm based on the interpolation of the complex wavelet transform (CWT) coefficients with simple geometrical models on the magnitude and phase of the coefficients. The geometrical models describe the directionality and uniformity of the CWT magnitudes and the linearity of the CWT phases around edges and within texture areas. Both piecewise smooth signals and structured textures can be interpolated accurately with the proposed models. Motivated by the iterative reconstruction of an image from its CWT magnitude or phase, we propose an inpainting algorithm with iterative magnitude and phase estimation and CWT reconstruction. Simulation results show that the proposed algorithm achieves high PSNR and appealing visual quality with low computation complexity.
Keywords :
image restoration; image texture; phase estimation; wavelet transforms; CWT reconstruction; complex wavelet coefficients; complex wavelet transform; geometrical modeling; geometrical models; image inpainting; image restoration; image texture; interpolation problem; iterative image reconstruction; iterative inpainting algorithm; phase estimation; piecewise smooth signals; structured textures; Computational modeling; Continuous wavelet transforms; Image reconstruction; Image restoration; Interpolation; Iterative algorithms; Linearity; Phase estimation; Solid modeling; Wavelet transforms; Image restoration; Wavelet transforms;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image Processing, 2007. ICIP 2007. IEEE International Conference on
Conference_Location :
San Antonio, TX
ISSN :
1522-4880
Print_ISBN :
978-1-4244-1437-6
Electronic_ISBN :
1522-4880
Type :
conf
DOI :
10.1109/ICIP.2007.4379014
Filename :
4379014
Link To Document :
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