Michael Elad
Orcid: 0000-0001-8131-6928Affiliations:
- Technion - Israel Institute of Technology, Haifa, Israel
According to our database1,
Michael Elad
authored at least 251 papers
between 1997 and 2024.
Collaborative distances:
Collaborative distances:
Awards
IEEE Fellow
IEEE Fellow 2012, "For contributions to sparsity and redundancy +in image processing".
Timeline
Legend:
Book In proceedings Article PhD thesis Dataset OtherLinks
Online presence:
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on zbmath.org
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on orcid.org
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on id.loc.gov
On csauthors.net:
Bibliography
2024
Principal Uncertainty Quantification With Spatial Correlation for Image Restoration Problems.
IEEE Trans. Pattern Anal. Mach. Intell., May, 2024
Trans. Mach. Learn. Res., 2024
Enhancing Consistency-Based Image Generation via Adversarialy-Trained Classification and Energy-Based Discrimination.
CoRR, 2024
Uncertainty-Aware PPG-2-ECG for Enhanced Cardiovascular Diagnosis using Diffusion Models.
CoRR, 2024
Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2024
Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2024
Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2024
Proceedings of the Forty-first International Conference on Machine Learning, 2024
Proceedings of the Forty-first International Conference on Machine Learning, 2024
Proceedings of the Twelfth International Conference on Learning Representations, 2024
Proceedings of the Computer Vision - ECCV 2024, 2024
2023
SIAM J. Imaging Sci., September, 2023
Trans. Mach. Learn. Res., 2023
Trans. Mach. Learn. Res., 2023
CoRR, 2023
Proceedings of the Trustworthy Machine Learning for Healthcare, 2023
Proceedings of the Advances in Neural Information Processing Systems 36: Annual Conference on Neural Information Processing Systems 2023, 2023
Proceedings of the Deep Generative Models - Third MICCAI Workshop, 2023
Proceedings of the Cancer Prevention Through Early Detection, 2023
Reasons for the Superiority of Stochastic Estimators over Deterministic Ones: Robustness, Consistency and Perceptual Quality.
Proceedings of the International Conference on Machine Learning, 2023
Proceedings of the International Conference on Machine Learning, 2023
Proceedings of the IEEE/CVF International Conference on Computer Vision, 2023
Proceedings of the IEEE/CVF International Conference on Computer Vision, 2023
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023
2022
IEEE Trans. Pattern Anal. Mach. Intell., 2022
CoRR, 2022
Proceedings of the Advances in Neural Information Processing Systems 35: Annual Conference on Neural Information Processing Systems 2022, 2022
Proceedings of the Computer Vision - ECCV 2022 Workshops, 2022
2021
SIAM J. Imaging Sci., 2021
Learned Greedy Method (LGM): A novel neural architecture for sparse coding and beyond.
J. Vis. Commun. Image Represent., 2021
IEEE J. Sel. Top. Signal Process., 2021
Proceedings of the Advances in Neural Information Processing Systems 34: Annual Conference on Neural Information Processing Systems 2021, 2021
Proceedings of the IEEE/CVF International Conference on Computer Vision Workshops, 2021
Proceedings of the IEEE/CVF International Conference on Computer Vision Workshops, 2021
Proceedings of the 2021 IEEE/CVF International Conference on Computer Vision, 2021
Proceedings of the 31st Data Compression Conference, 2021
2020
IEEE Trans. Signal Process., 2020
IEEE Trans. Image Process., 2020
On Multi-Layer Basis Pursuit, Efficient Algorithms and Convolutional Neural Networks.
IEEE Trans. Pattern Anal. Mach. Intell., 2020
Adversarial Noise Attacks of Deep Learning Architectures: Stability Analysis via Sparse-Modeled Signals.
J. Math. Imaging Vis., 2020
Proceedings of the 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2020
2019
IEEE Trans. Signal Process., 2019
IEEE Trans. Signal Process., 2019
IEEE Trans. Image Process., 2019
Proceedings of the Advances in Neural Information Processing Systems 32: Annual Conference on Neural Information Processing Systems 2019, 2019
Proceedings of the 27th European Signal Processing Conference, 2019
Proceedings of the IEEE Conference on Computer Vision and Pattern Recognition, 2019
2018
IEEE Trans. Signal Process., 2018
IEEE Trans. Image Process., 2018
Theoretical Foundations of Deep Learning via Sparse Representations: A Multilayer Sparse Model and Its Connection to Convolutional Neural Networks.
IEEE Signal Process. Mag., 2018
A Local Block Coordinate Descent Algorithm for the Convolutional Sparse Coding Model.
CoRR, 2018
On Multi-Layer Basis Pursuit, Efficient Algorithms and Convolutional Neural Networks.
CoRR, 2018
Proceedings of the 2018 IEEE International Symposium on Information Theory, 2018
Proceedings of the 2018 IEEE International Conference on Image Processing, 2018
Proceedings of the 2018 IEEE International Conference on Acoustics, 2018
Proceedings of the 2018 IEEE International Conference on Acoustics, 2018
Proceedings of the 2018 IEEE International Conference on Acoustics, 2018
2017
Working Locally Thinking Globally: Theoretical Guarantees for Convolutional Sparse Coding.
IEEE Trans. Signal Process., 2017
SIAM J. Imaging Sci., 2017
J. Mach. Learn. Res., 2017
CoRR, 2017
Proceedings of the IEEE International Conference on Computer Vision, 2017
Proceedings of the 2017 IEEE International Conference on Acoustics, 2017
2016
IEEE Trans. Signal Inf. Process. over Networks, 2016
IEEE Trans. Image Process., 2016
SIAM J. Imaging Sci., 2016
J. Vis. Commun. Image Represent., 2016
Working Locally Thinking Globally - Part II: Stability and Algorithms for Convolutional Sparse Coding.
CoRR, 2016
Working Locally Thinking Globally - Part I: Theoretical Guarantees for Convolutional Sparse Coding.
CoRR, 2016
Proceedings of the 2016 Picture Coding Symposium, 2016
Proceedings of the 2016 IEEE International Conference on Image Processing, 2016
2015
IEEE Trans. Neural Networks Learn. Syst., 2015
IEEE Trans. Medical Imaging, 2015
SIAM J. Imaging Sci., 2015
J. Vis. Commun. Image Represent., 2015
Int. J. Biomed. Imaging, 2015
Reconstruction of highly under-sampled dynamic MRI using sparse representation of 1D temporal snippets.
Proceedings of the 12th IEEE International Symposium on Biomedical Imaging, 2015
Proceedings of the Image and Graphics - 8th International Conference, 2015
Fusion of ultrasound harmonic imaging with clutter removal using sparse signal separation.
Proceedings of the 2015 IEEE International Conference on Acoustics, 2015
Proceedings of the 2015 IEEE International Conference on Acoustics, 2015
2014
IEEE Trans. Signal Process., 2014
IEEE Trans. Image Process., 2014
IEEE Trans. Image Process., 2014
A Statistical Prediction Model Based on Sparse Representations for Single Image Super-Resolution.
IEEE Trans. Image Process., 2014
IEEE Trans. Image Process., 2014
IEEE Signal Process. Lett., 2014
Digit. Signal Process., 2014
Proceedings of the 2014 IEEE International Conference on Image Processing, 2014
Proceedings of the 2014 IEEE International Conference on Image Processing, 2014
Proceedings of the Energy Minimization Methods in Computer Vision and Pattern Recognition, 2014
2013
IEEE Trans. Signal Process., 2013
Performance Guarantees of the Thresholding Algorithm for the Cosparse Analysis Model.
IEEE Trans. Inf. Theory, 2013
IEEE Trans. Image Process., 2013
IEEE Signal Process. Lett., 2013
IEEE Signal Process. Lett., 2013
Int. J. Biomed. Imaging, 2013
CoRR, 2013
Proceedings of the IEEE International Conference on Image Processing, 2013
Proceedings of the IEEE International Conference on Acoustics, 2013
Can we allow linear dependencies in the dictionary in the sparse synthesis framework?
Proceedings of the IEEE International Conference on Acoustics, 2013
2012
IEEE Trans. Signal Process., 2012
IEEE Trans. Signal Process., 2012
IEEE Signal Process. Lett., 2012
IEEE Signal Process. Lett., 2012
Performance Guarantees of the Thresholding Algorithm for the Co-Sparse Analysis Model
CoRR, 2012
Proceedings of the 2012 IEEE International Conference on Acoustics, 2012
Proceedings of the 20th European Signal Processing Conference, 2012
Proceedings of the 2012 IEEE Conference on Computer Vision and Pattern Recognition, 2012
2011
On MMSE and MAP Denoising Under Sparse Representation Modeling Over a Unitary Dictionary.
IEEE Trans. Signal Process., 2011
Introduction to the issue on Adaptive Sparse Representation of Data and Applications in Signal and Image Processing.
IEEE J. Sel. Top. Signal Process., 2011
IEEE J. Sel. Top. Signal Process., 2011
Dagstuhl Reports, 2011
Proceedings of the IEEE International Conference on Acoustics, 2011
Proceedings of the IEEE International Conference on Acoustics, 2011
Denoising of image patches via sparse representations with learned statistical dependencies.
Proceedings of the IEEE International Conference on Acoustics, 2011
Proceedings of the IEEE International Conference on Acoustics, 2011
Proceedings of the 19th European Signal Processing Conference, 2011
Proceedings of the 19th European Signal Processing Conference, 2011
Proceedings of the 4th IEEE International Workshop on Computational Advances in Multi-Sensor Adaptive Processing, 2011
2010
IEEE Trans. Signal Process., 2010
Closed-form MMSE estimation for signal denoising under sparse representation modeling over a unitary dictionary.
IEEE Trans. Signal Process., 2010
Coherence-based performance guarantees for estimating a sparse vector under random noise.
IEEE Trans. Signal Process., 2010
Proc. IEEE, 2010
Comput. Sci. Eng., 2010
Spatially-Adaptive Reconstruction in Computed Tomography Based on Statistical Learning
CoRR, 2010
CoRR, 2010
On MMSE and MAP Denoising Under Sparse Representation Modeling Over a Unitary Dictionary
CoRR, 2010
Corrigendum: Example-Based Regularization Deployed to Super-Resolution Reconstruction of a Single Image.
Comput. J., 2010
Commun. ACM, 2010
Coherence-based near-oracle performance guarantees for sparse estimation under Gaussian noise.
Proceedings of the IEEE International Conference on Acoustics, 2010
A weighted discriminative approach for image denoising with overcomplete representations.
Proceedings of the IEEE International Conference on Acoustics, 2010
A Shrinkage Learning Approach for Single Image Super-Resolution with Overcomplete Representations.
Proceedings of the Computer Vision, 2010
Proceedings of the Curves and Surfaces, 2010
Sparse and Redundant Representations - From Theory to Applications in Signal and Image Processing.
Springer, ISBN: 978-1-4419-7010-7, 2010
2009
IEEE Trans. Inf. Theory, 2009
IEEE Trans. Image Process., 2009
IEEE Trans. Image Process., 2009
IEEE Trans. Image Process., 2009
IEEE Trans. Image Process., 2009
From Sparse Solutions of Systems of Equations to Sparse Modeling of Signals and Images.
SIAM Rev., 2009
Example-Based Regularization Deployed to Super-Resolution Reconstruction of a Single Image.
Comput. J., 2009
Proceedings of the 2009 IEEE International Symposium on Biomedical Imaging: From Nano to Macro, Boston, MA, USA, June 28, 2009
2008
On the Uniqueness of Nonnegative Sparse Solutions to Underdetermined Systems of Equations.
IEEE Trans. Inf. Theory, 2008
SIAM J. Imaging Sci., 2008
Multiscale Model. Simul., 2008
J. Vis. Commun. Image Represent., 2008
Proceedings of the IEEE International Conference on Acoustics, 2008
Proceedings of the Structured Decompositions and Efficient Algorithms, 30.11. - 05.12.2008, 2008
Proceedings of the Structured Decompositions and Efficient Algorithms, 30.11. - 05.12.2008, 2008
Proceedings of the Structured Decompositions and Efficient Algorithms, 30.11. - 05.12.2008, 2008
2007
Example-based single document image super-resolution: a global MAP approach with outlier rejection.
Multidimens. Syst. Signal Process., 2007
Proceedings of the International Conference on Image Processing, 2007
2006
K-SVD: An algorithm for designing overcomplete dictionaries for sparse representation.
IEEE Trans. Signal Process., 2006
IEEE Trans. Inf. Theory, 2006
IEEE Trans. Inf. Theory, 2006
IEEE Trans. Image Process., 2006
IEEE Trans. Image Process., 2006
Signal Process., 2006
EURASIP J. Adv. Signal Process., 2006
EURASIP J. Adv. Signal Process., 2006
Proceedings of the 14th European Signal Processing Conference, 2006
Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2006), 2006
Proceedings of the 2006 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2006), 2006
Proceedings of the 40th Annual Conference on Information Sciences and Systems, 2006
2005
Image Decomposition via the Combination of Sparse Representations and a Variational Approach.
IEEE Trans. Image Process., 2005
IEEE Trans. Image Process., 2005
IEEE Trans. Circuits Syst. Video Technol., 2005
The Generalized Eigenvalue Problem for Nonsquare Pencils Using a Minimal Perturbation Approach.
SIAM J. Matrix Anal. Appl., 2005
J. Math. Imaging Vis., 2005
Proceedings of the Scale Space and PDE Methods in Computer Vision, 2005
Proceedings of the 2005 IEEE Computer Society Conference on Computer Vision and Pattern Recognition (CVPR 2005), 2005
2004
IEEE Trans. Signal Process., 2004
Proceedings of the Visual Communications and Image Processing 2004, 2004
Proceedings of the Computational Imaging II, San Jose, 2004
2003
J. Vis. Commun. Image Represent., 2003
Proceedings of the 2003 International Conference on Image Processing, 2003
Proceedings of the 2003 International Conference on Image Processing, 2003
2002
IEEE Trans. Inf. Theory, 2002
IEEE Trans. Image Process., 2002
Proceedings of the Human Vision and Electronic Imaging VII, 2002
2001
A fast super-resolution reconstruction algorithm for pure translational motion and common space-invariant blur.
IEEE Trans. Image Process., 2001
Proceedings of the Visual Form 2001, 4th International Workshop on Visual Form, 2001
Proceedings of the 2001 International Conference on Image Processing, 2001
Proceedings of the Eurographics Multimedia Workshop 2001, 2001
1999
IEEE Trans. Image Process., 1999
IEEE Trans. Pattern Anal. Mach. Intell., 1999
Proceedings of the 1999 International Conference on Image Processing, 1999
Proceedings of the International Conference on Computer Vision, 1999
1998
J. Vis. Commun. Image Represent., 1998
The periodic step gradient descent algorithm - General analysis and application to the super resolution reconstruction problem.
Proceedings of the 9th European Signal Processing Conference, 1998
1997
Restoration of a single superresolution image from several blurred, noisy, and undersampled measured images.
IEEE Trans. Image Process., 1997