Probabilistic non-local means

IEEE Signal Processing Letters

Volumn 20, Issue 8, 2013, Pages 763-766

  Wu, Yue ^a,b   Tracey, Brian ^a   Natarajan, Premkumar ^b   Noonan, Joseph P ^a  

^a Tufts University   (United States)

^b BBN TECHNOLOGIES   (United States)

Author keywords

Adaptive algorithm; image denoising; non local means; probabilistic modeling

Indexed keywords

NON-LOCAL MEANS; PEAK SIGNAL NOISE RATIO; PRIOR INFORMATION; PROBABILISTIC MODELING; STRUCTURAL SIMILARITY INDICES (SSIM); WEIGHT FUNCTIONS;

ADAPTIVE ALGORITHMS; GAUSSIAN NOISE (ELECTRONIC);

IMAGE DENOISING;

EID: 84879234346     PISSN: 10709908     EISSN: None     Source Type: Journal    
DOI: 10.1109/LSP.2013.2263135     Document Type: Article

References (16)

1. A. Buades, B. Coll, and J. Morel, "A review of image denoising algorithms, with a new one," Multiscale Model. Simul., vol. 4, no. 2, pp. 490-530, 2005. (Pubitemid 43890582)
2. A. Buades, B. Coll, and J. Morel, "A non-local algorithm for image denoising," in IEEE Comput. Soc. Conf. on Comput. Vision & Pattern Recognition, Jun. 2005, vol. 2, pp. 60-65.
3. D. Van De Ville and M. Kocher, "Sure-based non-local means," IEEE Signal Process. Lett., vol. 16, no. 11, pp. 973-976, 2009.
4. R.Vignesh, B. T. Oh, and C.-C.Kuo, "Fast non-local means computation with probabilistic early termination," IEEE Signal Process. Lett., vol. 17, no. 3, pp. 277-280, Mar. 2010.
5. K. Chaudhury, "Acceleration of the shiftable o(1) algorithm for bilateral filtering and non-local means," IEEE Trans. Image Process., no. 22, pp. 1291-1300, Apr. 2013.
6. K. Chaudhury and A. Singer, "Non-local euclidean medians," IEEE Signal Process. Lett., vol. 19, no. 11, pp. 745-748, 2012.
7. K. Chaudhury and A. Singer, "On the convergence of the irls algorithm in non-local patch regression," in IEEE Int. Conf. Acoust., Speech, and Signal Process., 2013, accepted for publication.
8. V. Duval, J. Aujol, and Y. Gousseau, "A bias-variance approach for the nonlocal means," SIAM J. Imag. Sci., vol. 4, no. 2, pp. 760-788, 2011.
9. N. Thacker, J. Manjon, and P. Bromiley, "Statistical interpretation of non-local means," IET Comput. Vis., vol. 4, no. 3, pp. 162-172, 2010.
10. J. Salmon, "On two parameters for denoising with non-local means," IEEE Signal Process. Lett., vol. 17, no. 3, pp. 269-272, 2010.
11. Y. Wu, B. Tracey, P. Natarajan, and J. Noonan, "James-stein type center pixel weights for non-local means image denoising," IEEE Signal Process. Lett., vol. 17, no. 3, pp. 277-280, 2013.
12. L.-L. Chuang and Y.-S. Shih, "Approximated distributions of the weighted sum of correlated chi-squared random variables," J. Stat. Plan. Infer., vol. 142, no. 2, pp. 457-472, 2012.
13. Z. Wang, A. Bovik, H. Sheikh, and E. Simoncelli, "Image quality assessment: From error visibility to structural similarity," IEEE Trans. Image Process., vol. 13, no. 4, pp. 600-612, 2004.
14. Z. Sun and S. Chen, "Modifying nl-means to a universal filter," Opt. Commun., vol. 285, no. 24, pp. 4918-4926, 2012.
15. K. Dabov, A. Foi, V. Katkovnik, and K. Egiazarian, "Image denoising with block-matching and 3d filtering," in Proc. SPIE, 2006, vol. 6064, pp. 354-365.
16. K. Dabov, A. Foi, V. Katkovnik, and K. Egiazarian, "Image denoising by sparse 3-d transform-domain collaborative filtering," IEEE Trans. Image Process., vol. 16, no. 8, pp. 2080-2095, 2007. (Pubitemid 47225460)