Prof. Michael Elad

Prof. Michael Elad

Contact information
Homepage:
http://www.cs.technion.ac.il/~elad/
Email:
elad[at]cs.technion.ac.il
Office:
438
Phone:
4169
Office Hours:
Sunday, 13:00-14:00
Research interests
Signal and image processing, and computer vision; Mathematical methods for image representation; Numerical methods in image processing.
Selected publications
M

  1. M. Elad and A. Feuer, "Restoration of Single Super-Resolution Image From Several Blurred, Noisy and Down-Sampled Measured Images", IEEE Trans. on Image Processing, Vol. 6, no. 12, pp. 1646-58,December 1997.

  2. M. Elad and A. Feuer, "Recursive optical Flow Estimation - Adaptive Filtering approach", Journal of Visual Comm. and Image Representation, Vol. 9, pp. 119-138, June 1998.

  3. M. Elad and A. Feuer, "Super-Resolution Restoration of Continuous Image Sequence - Adaptive Filtering Approach", IEEE Trans. on Image Processing, Vol. 8. no. 3, pp. 387-395, March 1999.

  4. M. Elad and A. Feuer, "Super-Resolution Reconstruction of Continuous Image Sequence", IEEE Trans. On Pattern Analysis and Machine Intelligence (PAMI), Vol. 21, no. 9, pp. 817-834, September 1999.

  5. M. Elad and Y. Hel-Or, "A Fast Super-Resolution Reconstruction Algorithm for Pure Translational Motion and Common Space Invariant Blur", the IEEE Trans. on Image Processing, Vol.10, no.8, pp.1187-93, August 2001.

  6. M. Elad and A.M. Bruckstein, "A Generalized Uncertainty Principle and Sparse Representation in Pairs of R^N Bases", IEEE Trans. On Information Theory, Vol. 48, pp. 2558-2567, September 2002.

  7. M. Elad, "On the Bilateral Filter and Ways to Improve It", IEEE Transactions On Image Processing, Vol. 11, Number 10, pp. 1141-1151, October 2002.

  8. M. Elad, Y. Hel-Or, and R. Keshet, "Pattern Detection Using a Maximal Rejection Classifier", Pattern Recognition Letters, Vol. 23, Issue 12, pp. 1459-1471, October 2002.

  9. D. Donoho and M. Elad, "Maximal Sparsity Representation via l1 Minimization", the Proc. Nat. Aca. Sci., Vol. 100, pp. 2197-2202, March 2003.

  10. R. Kimmel, M. Elad, D. Shaked, R. Keshet, and I. Sobel, "A Variational Framework to Retinex", International Journal of Computer Vision, Vol. 52, No. 1, pp. 7-23, April 2003.

  11. A. Bruckstein, M. Elad, and R. Kimmel, "Down Scaling for Better Transform Compression", IEEE Trans. on Image Processing, Vol. 12, No. 9, pp. 1132-44, Sept. 2003.

  12. M. Elad, R. Kimmel, D. Shaked, and R. Keshet, "Reduced Complexity Retinex Algorithm Via the Variational Approach", Journal on Visual Communication and Image Representation, Vol.14, No. 4, pp. 369-388, December 2003.

  13. S. Farsiu, D. Robinson, M. Elad, and P. Milanfar, "Advanced and Challenges in Super-Resolution", the International Journal of Imaging Systems and Technology, Vol. 14, pp. 47-57, April 2004.

  14. M. Elad, P. Milanfar, and Gene Golub, "Shape from Moments - An Estimation Theory Perspective", IEEE Trans. on Signal Processing, Vol. 52, No. 7, pp. 1814-1829, July 2004.

  15. S. Farsiu, D. Robinson, M. Elad, and P. Milanfar, "Fast and Robust Multi-Frame Super-resolution", IEEE Transactions on Image Processing, vol. 13, no. 10, pp. 1327-1344, October 2004.

  16. R. Kimmel, D. Shaked, M. Elad, and I. Sobel, "Space Dependent Color Gamut Mapping: A Variational Approach", IEEE Transactions on Image Processing, Vol. 14, pp. 796-803, June 2005.

  17. M. Elad, P. Teo, and Y. Hel-Or, "On the Design of Optimal Filters for Gradient-Based Motion Estimation", the International Journal on Mathematical Imaging and Vision, Vol. 23, pp. 245-265, November 2005.

  18. G. Boutry, M. Elad, G. Golub, and P. Milanfar, "The Generalized Eigenvalue Problem for Non-Square Pencils Using A Minimal Perturbation Approach", SIAM Journal on Matrix Analysis and Applications, Vol. 27, pp. 582-601, November 2005.

  19. J.-L. Starck, M. Elad, and D.L. Donoho, "Redundant Multiscale Transforms and their Application for Morphological Component Analysis", the Journal of Advances in Imaging and Electron Physics, Vol.
    132, pp. 287-348, 2004.

  20. J. Tsaig, M. Elad, P. Milanfar, and G. Golub, "A Near-Optimal Filtering Scheme for Low Bit-Rate Block Coders Using Variable Projection", IEEE Trans. on Circuits and Systems for Video Technology, Vol. 15, No. 1, January 2005.

  21. J.L. Starck, M. Elad, and D.L. Donoho, "Image decomposition via the combination of sparse representations and a variational approach", the IEEE Trans. On Image Processing, Vol. 14, pp. 1570-1582, October 2005.

  22. M. Elad, J-L. Starck, P. Querre, and D.L. Donoho, "Simultaneous Cartoon and Texture Image Inpainting Using Morphological Component Analysis (MCA)", the Journal on Applied and Computational Harmonic Analysis, Vol. 19, pp. 340-358, November 2005.

  23. D.L. Donoho, M. Elad, and V. Temlyakov, "Stable Recovery of Sparse Overcomplete Representations in the Presence of Noise", the IEEE Trans. On Information Theory, Vol. 52, pp. 6-18, January 2006.

  24. S. Farsiu, M. Elad, and P. Milanfar, "Multi-Frame Demosaicing and Super-Resolution of Color Images", the IEEE Trans. On Image Processing, Vol. 15, pp. 141-159, January 2006.

  25. D.L. Donoho and M. Elad, "On the Stability of the Basis Pursuit in the Presence of Noise", EURASIP Signal Processing Journal, Vol. 86, No. 3, pp. 511-532, March 2006.

  26. M. Aharon, M. Elad, and A.M. Bruckstein, "On the Uniqueness of Overcomplete Dictionaries, and a Practical Way to Retrieve Them", the Journal of Linear Algebra and Applications, Vol. 416, pp. 48-67, July 2006.

  27. J. Bobin, Y. Moudden, J.-L. Starck, and M. Elad, "Morphological Diversity and Source Separation", the IEEE Signal Processing Letters, Vol. 13(7), pp. 409-412, July 2006.

  28. M. Elad, "Sparse Representations are Most Likely to be the Sparsest Possible", EURASIP Journal on Applied Signal Processin, Vol. 2006 (2006), Article ID 96247, 12 pages.

  29. S. Farsiu, M. Elad, and P. Milanfar, "Video-to-Video Dynamic Super-Resolution for Grayscale and Color Sequences", EURASIP Journal on Applied Signal Processing, Vol. 2006 (2006), Article ID 61859, 15 pages.

  30. A. Averbuch, R. Coifman, D.L. Donoho, M. Elad, and M. Israeli, "Fast and Accurate Polar Fourier Transform", the Applied and Computational Harmonic Analysis journal, Vol. 21(2), pp. 145-167, September 2006.

  31. M. Aharon, M. Elad, and A.M. Bruckstein, "The K-SVD: An Algorithm for Designing of Overcomplete Dictionaries for Sparse Representation", to appear in the IEEE Trans. On Signal Processing.

  32. C. Staelin, M. Elad, D. Graig, O. Shmueli, and M. Vans, "Biblio - Automatic Meta-data Extraction", to appear in the International journal on Document Analysis and Recognition.

  33. M. Elad and M. Aharon, "Image Denoising Via Sparse and Redundant representations over Learned Dictionaries", to appear in the IEEE Trans. on Image Processing.

  34. E. Kidron, Y.Y. Schechner, and M. Elad, "Cross-Modality Localization via Sparsity", to appear in the IEEE Trans. On Signal Processing.

  35. M. Elad, "Why Simple Shrinkage is Still Relevant for Redundant Representations?", to appear in the IEEE Trans. On Information Theory.

  36. M. Elad, B. Matalon, and M. Zibulevsky, "Coordinate and Subspace Optimization Methods for Linear Least Squares with Non-Quadratic Regularization", to appear to Journal on Applied and Computational Harmonic Analysis, .

  37. D. Datsenko and M. Elad, "Example-Based Single Image Super-Resolution: A Global MAP Approach with Outlier Rejection", to appear in the Journal of Mathematical Signal Processing.