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Combining anisotropic diffusion, transport equation and texture synthesis for inpainting textured images

机译:结合各向异性扩散,传输方程和纹理合成来修复纹理图像

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摘要

In this work we propose a new image inpainting technique that combines texture synthesis, anisotropic diffusion, transport equation and a new sampling mechanism designed to alleviate the computational burden of the inpainting process. Given an image to be inpainted, anisotropic diffusion is initially applied to generate a cartoon image. A block-based inpainting approach is then applied so that to combine the cartoon image and a measure based on transport equation that dictates the priority on which pixels are filled. A sampling region is then defined dynamically so as to hold the propagation of the edges towards image structures while avoiding unnecessary searches during the completion process. Finally, a cartoon-based metric is computed to measure likeness between target and candidate blocks. Experimental results and comparisons against existing techniques attest the good performance and flexibility of our technique when dealing with real and synthetic images.
机译:在这项工作中,我们提出了一种新的图像修复技术,该技术结合了纹理合成,各向异性扩散,传输方程和旨在减轻修复过程的计算负担的新采样机制。给定要修复的图像,首先应用各向异性扩散来生成卡通图像。然后应用基于块的修复方法,以便将卡通图像与基于传输方程的度量结合起来,该传输方程规定填充像素的优先级。然后动态定义采样区域,以保持边缘向图像结构的传播,同时避免在完成过程中进行不必要的搜索。最终,基于卡通的度量被计算以测量目标块与候选块之间的相似度。实验结果和与现有技术的比较证明了在处理真实和合成图像时我们技术的良好性能和灵活性。

著录项

  • 来源
    《Pattern recognition letters》 |2014年第15期|36-45|共10页
  • 作者单位

    Brown University, School of Engineering, Providence, Rl 02912, USA,University of Sao Paulo. ICMC, Av. Trabalhador Sao-carlense 400, Sao Carlos, Brazil;

    Sao Paulo State University - UNESP, IB1LCE, Rua Cristovao Colombo 2265, SJose do Rio Preto, Brazil;

    University of Sao Paulo. ICMC, Av. Trabalhador Sao-carlense 400, Sao Carlos, Brazil,University ofMinho, Department of Polymer Engineering, 4800-058 Cuimaraes, Portugal;

    University of Sao Paulo. ICMC, Av. Trabalhador Sao-carlense 400, Sao Carlos, Brazil;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Image inpainting; Anisotropic diffusion; Transport equation; Texture synthesis;

    机译:图像修复;各向异性扩散运输方程;纹理合成;

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