Inpainting for compressed images
Motivated by the recent work on image inpainting in pixel domain using tight frame in J.-F. Cai et al. (2008) [3], we propose a unified iterative frame-based algorithm for inpainting compressed images to recover missing bits or missing coefficients during the compression process. Such an inpainting...
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| Published in | Applied and computational harmonic analysis Vol. 29; no. 3; pp. 368 - 381 |
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| Main Authors | , , , |
| Format | Journal Article |
| Language | English |
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Elsevier Inc
01.11.2010
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| Online Access | Get full text |
| ISSN | 1063-5203 1096-603X 1096-603X |
| DOI | 10.1016/j.acha.2010.01.005 |
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| Abstract | Motivated by the recent work on image inpainting in pixel domain using tight frame in J.-F. Cai et al. (2008)
[3], we propose a unified iterative frame-based algorithm for inpainting compressed images to recover missing bits or missing coefficients during the compression process. Such an inpainting algorithm could be applied to any image compression scheme based on coefficients thresholding and quantization in some transform domain as a post-process to effectively remove compression artifacts, or equivalently to improve the compression ratio. The convergence of the iteration is proved and the resulted solution minimizes a special functional. Numerical experiments on popular image compression schemes demonstrate the effectiveness of our inpainting algorithm on improving the visual quality of compressed images. |
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| AbstractList | Motivated by the recent work on image inpainting in pixel domain using tight frame in J.-F. Cai et al. (2008)
[3], we propose a unified iterative frame-based algorithm for inpainting compressed images to recover missing bits or missing coefficients during the compression process. Such an inpainting algorithm could be applied to any image compression scheme based on coefficients thresholding and quantization in some transform domain as a post-process to effectively remove compression artifacts, or equivalently to improve the compression ratio. The convergence of the iteration is proved and the resulted solution minimizes a special functional. Numerical experiments on popular image compression schemes demonstrate the effectiveness of our inpainting algorithm on improving the visual quality of compressed images. |
| Author | Cai, Jian-Feng Shang, Fuchun Ji, Hui Shen, Zuowei |
| Author_xml | – sequence: 1 givenname: Jian-Feng surname: Cai fullname: Cai, Jian-Feng email: cai@math.ucla.edu organization: Department of Mathematics, University of California, Los Angeles, CA 90095, United States – sequence: 2 givenname: Hui surname: Ji fullname: Ji, Hui email: matjh@nus.edu.sg organization: Department of Mathematics, National University of Singapore, Singapore 117543 – sequence: 3 givenname: Fuchun surname: Shang fullname: Shang, Fuchun email: tslsfc@nus.edu.sg organization: Temasek Laboratories and Center for Wavelets, Approximation and Information Processing, National University of Singapore, Singapore 117543 – sequence: 4 givenname: Zuowei surname: Shen fullname: Shen, Zuowei email: matzuows@nus.edu.sg organization: Department of Mathematics, National University of Singapore, Singapore 117543 |
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| Cites_doi | 10.1007/s10444-008-9084-5 10.1137/040615298 10.1109/76.564123 10.1007/s00365-008-9027-x 10.1007/s10851-006-5257-3 10.1016/j.acha.2004.01.004 10.1016/j.acha.2006.10.003 10.1137/050626090 10.1006/jfan.1996.3079 10.1109/83.392332 10.1016/j.acha.2005.03.005 10.1002/cpa.20075 10.1016/S1063-5203(02)00511-0 10.1109/LSP.2003.817179 10.1145/344779.344972 10.1016/j.acha.2004.02.003 10.1109/26.129187 10.1016/j.acha.2007.10.002 |
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| Keywords | Tight frame Image compression Inpainting |
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[3], we propose a unified iterative frame-based... |
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