2007 IEEE International Symposium on Information Theory (ISIT2007)
Selected Publications
Donoho et al. Publications
D. L. Donoho and I. M. Johnstone, "Ideal Spatial Adaptation by Wavelet Shrinkage," Biometrika, vol. 81, no. 3, pp. 425-455, Aug. 1994.
D. L. Donoho, "De-Noising by Soft-Thresholding," IEEE Transactions on Information Theory, vol. 41, pp. 613-627, May 1995.
D. L. Donoho, "Wavelet Shrinkage and W.V.D.: A 10-Minute Tour," 1993. figures
D. L. Donoho, I. M. Johnstone, G. Keryacharian, and D. Picard, "Wavelet Shrinkage: Asymptopia?," Journal of Royal Statistical Society, vol. 57, no. 2, pp. 301–369, 1995.
D. L. Donoho and I. M. Johnstone, "Ideal Denoising in Orthonormal Basis from Library," Stanford University, Dept. of Statistics, Technical Report 461, September 1994.
R. R. Coifman and D. L. Donoho, "Translation-Invariant De-Noising," Wavelets and Statistics, Springer Lecture Notes in Statistics, vol. 103, pp. 125-150, 1995.
J.-L. Starck, D. L. Donoho, and E. J. Candès, "Very High Quality Image Restoration by Combining Wavelets and Curvelets," Wavelet and Applications in Signal and Image Processing IX, vol. 4478, pp. 9-19, 2001.
D. L. Donoho, "The Kolmogorov Sampler," Stanford University, Technical Report, Jan. 2002.
J.-L. Starck, E. J. Candès, and D. L. Donoho, "The Curvelet Transform for Image Denoising," IEEE Transactions on Image Processing, vol. 11, no. 6, pp. 670-684, Jun. 2002.
Discrete Universal Denoiser (DUDE) and Extensions
T. Weissman, E. Ordentlich, G. Seroussi, S. Verdú and M. Weinberger, "Universal Discrete Denoising: Known Channel," IEEE Transactions on Information Theory, vol. 51, no. 1, pp. 5-28, Jan. 2005.
E. Ordentlich, G. Seroussi, S. Verdú and M. J. Weinberger, T. Weissman, "Reflections on the DUDE."
Additional DUDE Related Publications
Gaussian Scale Mixtures (GSM)
J. Portilla, V. Strela, M. Wainwright, and E. P. Simoncelli, “Image Denoising using a Scale Mixture of Gaussians in the Wavelet Domain,” IEEE Transactions on Image Processing, vol. 12, no. 11, pp. 1338–1351, Nov. 2003. (Website)
D. K. Hammond and E. P. Simoncelli, "Image Denoising with an Orientation-Adaptive Gaussian Scale Mixture Model," Proc. IEEE Int. Conf. on Image Processing, Oct. 2006.
Non-Local Means
A. Buades, B. Coll, and J. M. Morel, "On Image Denoising Methods," Technical Report 2004-15, CMLA, 2004.
A. Buades, B. Coll, and J. M. Morel, "Image Denoising by Non-Local Averaging," Proc. IEEE Int. Conf. on Acoustics, Speech, and Signal Processing, vol. 2, pp. 25-28, Mar. 2005.
A. Buades, B. Coll, and J. M. Morel, "A Non Local Algorithm for Image Denoising," Proc. IEEE Int. Conf. on Computer Vision and Pattern Recognition, vol. 2, pp. 60-65, Jun. 2005.
A. Buades, B. Coll, and J. M. Morel, "A Review of Image Denoising Algorithms, with a New One," Multiscale Modeling and Simulation, vol. 4, no. 2, pp. 490-530, Jul. 2005.
M. Mahmoudi and G. Sapiro, "Fast Image and Video Denoising via Nonlocal Means of Similar Neighborhoods," IEEE Signal Processing Letters, vol. 12, no. 12, pp. 839–842, Dec. 2005.
Unsupervised, Information-Theoretic, Adaptive, Image Filtering (UINTA)
S. P. Awate and R. T. Whitaker, “Higher-Order Image Statistics for Unsupervised, Information-Theoretic, Adaptive, Image Filtering,” Proc. IEEE Int. Conf. Computer Vision and Pattern Recognition, vol. 2, pp. 44-51, Jun. 2005.
S. P. Awate and R. T. Whitaker, “Unsupervised, Information-Theoretic, Adaptive Image Filtering for Image Restoration,” IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 28, no. 3, pp. 364-376, Mar. 2006. (Website)
K-SVD
M. Aharon, M. Elad, and A.M. Bruckstein, "The K-SVD Algorithm," Proc. SPARSE, Nov. 2005.
M. Elad and M. Aharon, "Image Denoising via Learned Dictionaries and Sparse Representation," Proc. IEEE Conf. on Computer Vision and Pattern Recognition, vol. 1, pp. 895-900, Jun. 2006.
M. Elad, B. Matalon, and M. Zibulevsky, "Image Denoising with Shrinkage and Redundant Representations," Proc. IEEE Conf. on Computer Vision and Pattern Recognition, vol. 2, pp. 1924-1931, Jun. 2006.
M. Aharon, M. Elad, and A.M. Bruckstein, "K-SVD: An Algorithm for Designing of Overcomplete Dictionaries for Sparse Representation," IEEE Transactions on Signal Processing, vol. 54, no. 11, pp. 4311-4322, Nov. 2006.
M. Elad and M. Aharon, "Image Denoising Via Sparse and Redundant representations over Learned Dictionaries," IEEE Transactions on Image Processing, vol. 15, no. 12, pp. 3736-3745, Dec. 2006.
Shape-Adaptive Transforms (SA-DCT) (Website)
A. Foi, V. Katkovnik, and K. Egiazarian, "Pointwise Shape-Adaptive DCT as an Overcomplete Denoising Tool", Proc. Int. TICSP Workshop Spectral Methods and Multirate Signal Processing, June 2005.
A. Foi, K. Dabov, V. Katkovnik, and K. Egiazarian, "Shape-Adaptive DCT for Denoising and Image Reconstruction," Proc. SPIE Electronic Imaging, Image Processing: Algorithms and Systems V, no. 6064A-18, Feb. 2006.
A. Foi, V. Katkovnik, and K. Egiazarian, "Pointwise Shape-Adaptive DCT for High-Quality Denoising and Deblocking of Grayscale and Color Images," IEEE Transactions on Image Processing, vol. 16, no. 5, pp. 1395-1411, May 2007.
Block-Matching and 3D Filtering (BM3D)
K. Dabov, A. Foi, V. Katkovnik, and K. Egiazarian, "Image Denoising with Block-Matching and 3D Filtering," Proc. SPIE Electronic Imaging: Algorithms and Systems V, no. 6064A-30, Jan. 2006. (Website)
K. Dabov, A. Foi, V. Katkovnik, and K. Egiazarian, "Image Denoising by Sparse 3D Transform-Domain Collaborative Filtering," IEEE Transactions on Image Processing, Dec. 2006. (accepted) (Website)
K. Dabov, A. Foi, V. Katkovnik, and K. Egiazarian, "Color Image Denoising via Sparse 3D Collaborative Filtering with Grouping Constraint in Luminance-Chrominance Space," Proc. IEEE Int. Conf. Image Processing, Jan. 2007.
Chebyshev Center
A. Beck and Y. C. Eldar, "Regularization in Regression with Bounded Noise: A Chebyshev Center Approach," SIAM J. Matrix Anal. Appl., vol. 29 no. 2, pp. 606-625, 2007.
Y. C. Eldar and A. Beck, "A Minimax Chebyshev Estimator for Bounded Error Estimation," CCIT Report #617, April 2007, EE Dept., Technion─Israel Institute of Technology; to appear in IEEE Trans. on Signal Processing.
Minimax Estimation
Z. Ben-Haim and Y. C. Eldar, "Blind Minimax Estimation," CCIT Report #550, August 2005, EE Dept., Technion─Israel Institute of Technology; to appear in IEEE Trans. on Inform. Theory.
Kernel-Regression Based (Website)
Takeda, H., S. Farsiu, and P. Milanfar, "Kernel Regression for Image Processing and Reconstruction," IEEE Transactions on Image Processing, vol. 16, no. 2, pp. 349-366, Feb. 2007.
Patch-Based (Website)
C. Kervrann and J. Boulanger, "Local Adaptivity to Variable Smoothness for Exemplar-Based Image Denoising and Representation," Int. J. Computer Vision, 2007. (accepted)
C. Kervrann and J. Boulanger, "Unsupervised Patch-Based Image Regularization and Representation," Int. Proc. Eur. Conf. Computer Vision (ECCV'06) , Graz, Austria, May 2006.