Image restoration by sparse 3D transform-domain collaborative filtering

Proceedings of SPIE - The International Society for Optical Engineering

Volumn 6812, Issue , 2008, Pages

  Dabov, Kostadin ^a   Foi, Alessandro ^a   Katkovnik, Vladimir ^a   Egiazarian, Karen ^a  

^a TAMPERE UNIVERSITY OF TECHNOLOGY   (Finland)

Author keywords

Block matching; Collaborative filtering; Deblurring; Deconvolution; Image restoration

Indexed keywords

ALGORITHMS; DECONVOLUTION; FOURIER TRANSFORMS; MATHEMATICAL MODELS;

BLOCK-MATCHING; COLLABORATIVE FILTERING; DEBLURRING;

IMAGE RECONSTRUCTION;

EID: 43249105786     PISSN: 0277786X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1117/12.766355     Document Type: Conference Paper

References (21)

1. C. Vogel, Computational Methods for Inverse Problems, SIAM, 2002.
2. P. C. Hansen, Rank-Deficient and Discrete Ill-Posed Problems: Numerical Aspects of Linear Inversion, SIAM, Philadelphia, 1997.
3. A. Foi, K. Dabov, V. Katkovnik, and K. Egiazarian, "Shape-Adaptive DCT for denoising and image reconstruction," in Proc. SPIE Electronic Imaging: Algorithms and Systems V, 6064A-18, (San Jose, CA, USA), January 2006.
4. J. A. Guerrero-Colon, L. Mancera, and J. Portilla, "Image restoration using space-variant Gaussian scale mixtures in overcomplete pyramids," IEEE Trans. Image Process. 17, pp. 27-41, January 2007.
5. R. Neelamani, H. Choi, and R. G. Baraniuk, "Wavelet-domain regularized deconvolution for ill-conditioned systems," in Proc. IEEE Int. Conf. Image Process., 1, pp. 204-208, (Kobe, Japan), October 1999.
6. R. Neelamani, H. Choi, and R. G. Baraniuk, "Forward: Fourier-wavelet regularized deconvolution for ill-conditioned systems," IEEE Trans. Signal Process. 52, pp. 418-433, February 2004.
7. V. Katkovnik, A. Foi, K. Egiazarian, and J. Astola, "Directional varying scale approximations for anisotropic signal processing," in Proc. European Signal Process. Conf. pp. 101-104, (Vienna, Austria), September 2004.
8. V. Katkovnik, K. Egiazarian, and J. Astola, "A spatially adaptive nonparametric regression image deblurring," IEEE Trans. Image Process. 14, pp. 1469-1478, October 2005.
9. V. Katkovnik, K. Egiazarian, and J. Astola, Local Approximation Techniques in Signal and Image Process., vol. PM157, SPIE Press, 2006.
10. K. Dabov, A. Foi, V. Katkovnik, and K. Egiazarian, "Image denoising by sparse 3D transform-domain collaborative filtering," IEEE Trans. Image Process. 16, pp. 2080-2095, August 2007.
11. A. Buades, B. Coll, and J. M. Morel, "A review of image denoising algorithms, with a new one," Multiscale Modeling and Simulation 4(2), pp. 490-530, 2005.
12. C. Kervrann and J. Boulanger, "Optimal spatial adaptation for patch-based image denoising," IEEE Trans. Image Process. 15, pp. 2866-2878, October 2006.
13. K. Dabov and A. Foi, "BM3D Filter Matlab Demo Codes." http://www.cs.tut.fi/~foi/GCF-BM3D.
14. J. Dias, "Fast GEM wavelet-based image deconvolution algorithm," in Proc. IEEE Int. Conf. Image Process., 3, pp. 961-964, (Barcelona, Spain), September 2003.
15. M. Mignotte, "An adaptive segmentation-based regularization term for image restoration," in Proc. IEEE Int. Conf. Image Process., 1, pp. 901-904, (Genova, Italy), September 2005.
16. M. A. T. Figueiredo and R. D. Nowak, "An EM algorithm for wavelet-based image restoration," IEEE Trans. Image Process. 12, pp. 906-916, August 2003.
17. R. Neelamani, "Fourier-Wavelet Regularized Deconvolution (ForWaRD) Software for 1-D Signals and Images." http://www.dsp.rice.edu/software/ ward.shtml.
18. A. Foi and K. Dabov, "Pointwise Shape-Adaptive DCT Demobox." http://www.cs.tut.fi/~foi/SA-DCT.
19. J. Portilla and E. P. Simoncelli, "Image restoration using Gaussian scale mixtures in the wavelet domain," in Proc. IEEE Int. Conf. Image Process., 2, pp. 965-968, (Barcelona, Spain), September 2003.
20. M. A. T. Figueiredo and R. Nowak, "A bound optimization approach to wavelet-based image deconvolution," in Proc. IEEE Int. Conf. Image Process., 2, pp. 782-785, (Genova, Italy), September 2005.
21. A. Foi, V. Katkovnik, and K. Egiazarian, "Pointwise Shape-Adaptive DCT for high-quality denoising and deblocking of grayscale and color images," IEEE Trans. Image Process. 16, pp. 1395-1411, May 2007.