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Image Inpainting Using Nonlocal Texture Matching and Nonlinear Filtering.
IEEE Transactions on Image Processing : a Publication of the IEEE Signal Processing Society 2018 November 13
Nonlocal texture similarity and local intensity smoothness are both essential for solving most image inpainting problems. In this paper, we propose a novel image inpainting algorithm that is capable of reproducing the underlying textural details using a nonlocal texture measure and also smoothing pixel intensity seamlessly in order to achieve natural-looking inpainted images. For matching texture, we propose a Gaussian-weighted nonlocal texture similarity measure to obtain multiple candidate patches for each target patch. To compute the pixel intensity, we apply the α-trimmed mean filter to the candidate patches to inpaint the target patch pixel by pixel. The proposed algorithm is compared with four current image inpainting algorithms under different scenarios including object removal, texture synthesis, and error concealment. Experimental results show that the proposed algorithm outperforms the existing algorithms when inpainting large missing regions in images with texture and geometric structures.
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