Abstract
In this paper, we develop a unified image deblurring framework that consists of both blur kernel estimation and non-blind image deconvolution. For blind kernel estimation, we propose a patch selection procedure and integrate it with a coarse-to-fine kernel estimation algorithm to develop a robust blur kernel estimation algorithm. For the non-blind image deconvolution, we modify the traditional Richardson-Lucy (RL) image restoration algorithm to suppress the notorious ringing artifact in the regions around strong edges. Experimental results on some real blurred images are shown to demonstrate the improved efficiency and image restoration by using the proposed algorithm.
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References
Richardson, W.H.: Bayesian-based iterative method of image restoration. Journal of the Optical Society of America 62, 55–59 (1972)
Lucy, L.B.: An iterative technique for the rectification of observed distributions. Astronomical Journal 79, 745–765 (1974)
Tomasi, C., Manduchi, R.: Bilateral filtering for gray and color images. In: ICCV, pp. 839–847 (1998)
Fergus, R., Singh, B., Hertzmann, A., Roweis, S.T., Freeman, W.T.: Removing camera shake from a single photograph. ACM Trans. Graphics 25, 787–794 (2006)
Fattal, R., Lischinski, D., Werman, M.: Gradient domain high dynamic range compression. ACM Trans. Graphics, 249–256 (2002)
Levin, A.: Blind motion deblurring using image statistics. In: NIPS, pp. 841–848 (2006)
Levin, A., Fergus, R., Durand, F., Freeman, W.T.: Image and depth from a conventional camera with a coded aperture. ACM Trans. Graphics 26, 70 (2007)
Yuan, L., Sun, J., Quan, L., Shum, H.-Y.: Progressive inter-scale and intra-scale non-blind image deconvolution. ACM Trans. Graphics 27, 1–10 (2008)
Shan, Q., Jia, J., Agarwala, A.: High-quality motion deblurring from a single image. ACM Trans. Graphics 27, 73–83 (2008)
Yuan, L., Sun, J., Quan, L., Shum, H.-Y.: Image deblurring with blurred/noisy image pairs. ACM Trans. Graphics 26 (2007)
Cho, S., Lee, S.: Fast motion delurring. ACM Trans. Graphics (SIGGRAPH ASIA) (2009)
Xu, L., Jia, J.: Two-Phase Kernel Estimation For Robust Motion Deblurring. In: Daniilidis, K., Maragos, P., Paragios, N. (eds.) ECCV 2010. LNCS, vol. 6311, pp. 157–170. Springer, Heidelberg (2010)
Harris, C., Stephens, M.: A Combined corner and edge detector. In: Alvey Vision Conference (1988)
Joshi, N., Szeliski, R., Kriegman, D.: PSF estimation using sharp edge prediction. In: CVPR (2008)
Levin, A., Sand, P., Cho, T.S., Durand, F., Freeman, W.T.: Motion-invariant photography. In: SIGGRAPH (2008)
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Yang, HL., Chiao, YH., Huang, PH., Lai, SH. (2011). Blind Image Deblurring with Modified Richardson-Lucy Deconvolution for Ringing Artifact Suppression. In: Ho, YS. (eds) Advances in Image and Video Technology. PSIVT 2011. Lecture Notes in Computer Science, vol 7088. Springer, Berlin, Heidelberg. https://doi.org/10.1007/978-3-642-25346-1_22
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DOI: https://doi.org/10.1007/978-3-642-25346-1_22
Publisher Name: Springer, Berlin, Heidelberg
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Online ISBN: 978-3-642-25346-1
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