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一种基于Poisson方程的分离型图像修复方法 被引量:4

An isolated image inpainting approach based on the Poisson equation
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摘要 图像修复是一种恢复图像中损坏部分的技术,具有广泛的应用。基于采样复制的修复方法对纹理图像有较好的效果,但容易产生块效应,而且对结构信息的修复可能产生较大的偏差。本文提出了一种基于Poisson方程的分离型修复算法,首先将原图分解为结构图像和纹理图像两部分,然后根据其特性分别进行修复,叠加后得到最终的修复结果。对结构图像使用Laplacian算子强化结构信息,然后对Laplacian场进行修复并使用Poisson方程重建,可以同时保持锐利的区域边界以及平滑的区域背景。实验表明该方法可以有效改善修复的视觉效果,对大区域修复也有良好的表现。 Image inpainting is a technique used to recover damaged portions of an image and has a variety of applications. The exemplar based inpainting algorithm has a good performance on texture inpainting, but it may produce block effects and lead to artificial inpainting results when processing structure images. In this paper, we propose an isolated inpainting algorithm based on the Poisson equation. First the image to be repaired is decomposed into two components: the structure and texture images; then the two components are repaired separately by different methods according to their image characteristics; finally, the repaired components are combined back. For the structure image, the Laplacian operator is employed to enhance the structure information, and the Laplacian field is inpainted by the exemplar based algorithm, followed by a reconstruction based on the Poisson equation. In this way, the repaired structure image maintains both sharp edges and smooth interiors. Experiments show the proposed algorithm can improve the visual effect significantly and it has a good performance on large area inpainting.
出处 《电路与系统学报》 CSCD 北大核心 2008年第6期1-6,共6页 Journal of Circuits and Systems
基金 国家自然科学基金重点项目(60333020)
关键词 图像修复 分离型 POISSON方程 image inpainting isolated Poisson equation
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参考文献9

  • 1Bertalmio M, et al. Image Inpainting [A]. SIGGRAPH [C]. 2000, 1: 417-424.
  • 2Criminisi A, Perez P, Toyama K. Object Removal by Exemplar-Based Inpainting [A]. IEEE Proe. CVPR [C]. 2003, 2: 721-728.
  • 3Chan T, Shen F. Mathematical Models for Local Non-texture Inpaintings [J]. SIAM Journal on Applied Mathematics, 2002, 62(3): 1019-1043.
  • 4许威威,潘志庚,张明敏.一种基于整体变分的图象修补算法[J].中国图象图形学报(A辑),2002,7(4):351-355. 被引量:30
  • 5Masnou S. Disocclusion: A Variational Approach Using Level Lines [J]. IEEE Trans. Image Processing, 2002, 11 (2): 68-76.
  • 6Levin A, Zomet A, Weiss Y. Learning How to Inpaint from Global Image Statistics [A]. IEEE Proe. ICCV [C]. 2003, 1 : 305-312.
  • 7Perez P, Gangnet M, Blake A. Poisson Image Editing [A]. SIGGRAPH [C]. 2003, 22: 313-318.
  • 8Gilboa G, Zeevi Y, Sochen N. Texture Preserving Variational Denoising Using an Adaptive Fidelity term [A]. Proe. VLSM [C]. 2003, 137-144.
  • 9吴小平,徐果明,李时灿.解大型稀疏方程组的ICCG方法及其计算机实现[J].煤田地质与勘探,1999,27(6):54-55. 被引量:5

二级参考文献5

共引文献33

同被引文献56

  • 1彭宏京,侯文秀,宫宁生.改进的基于样例修补的目标移除方法[J].计算机辅助设计与图形学学报,2006,18(9):1345-1349. 被引量:13
  • 2Bertalmio M, Sapiro G, Caselles V, et al. Image inpainting [ C ]// Proceedings of SIGGRAPH. New York, USA: ACM, 2000: 417- 424.
  • 3Bornemann F, Marz T. Fast image inpainting based on coherence transport [ J]. Journal of Mathematical Image and Visual,2007, 28 (3) :259-278.
  • 4Tschumperle D, Deriche R. Vector-valued image regularization with PDE' s: a common framework for different applications [ C ]//Proceedings of IEEE Computer Vision and Pattern Recognition (CVPR). Madison, USA:University of Wisconsin, 2003:651-656.
  • 5Ballester C, Bertalmio M, Caselles V, et al. Filling-in by joint interpolation of vector fields and gray levels [ J ]. IEEE Transactions on Image Processing,2001,10(8) :1200-1211.
  • 6Chan T, Shen J H. Euler's elastica and curvature based inpaintings [ J ]. SIAM Journal on Applied Mathematics, 2002, 62(3) :1019-1043.
  • 7Drori I, Cohen-Or D, Yeshurun H. Fragment-based image completion [ J ]. ACM Transactions on Graphics, 2003,22 ( 3 ) : 303-312.
  • 8Jia J, Tang C K. Inference of segmented color and texture description by tensor voting [ J ]. IEEE Transactions on Pattern Analysis and Machine Intelligence,2004,26(6) :771-786.
  • 9Sun J, Yuan L, Jia J, et al. Image completion with structure propagation [ J ]. ACM Transactions on Graphics, 2005,24 ( 3 ) : 861-868.
  • 10Chen R H, Wen Y, Yip A M. A fast optimization transfer algorithm for image inpainting in wavelet domains [ J ] . IEEE Transactions on Image Processing,2009,18 (7) : 1467-1476.

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