Michael Elad
Pacific Northwest National Laboratory
Michael Elad is an Israeli computer scientist, a professor of Computer Science at the Technion - Israel Institute of Technology. His work includes contributions in the fields of sparse representations and generative AI, and deployment of these ideas to algorithms and applications in signal processing, image processing and machine learning.
Read biography ↓Biography, research & contributions
Michael Elad is an Israeli computer scientist, a professor of Computer Science at the Technion - Israel Institute of Technology. His work includes contributions in the fields of sparse representations and generative AI, and deployment of these ideas to algorithms and applications in signal processing, image processing and machine learning.
Affiliation
Pacific Northwest National Laboratory
Top Publications
- $rm K$-SVD: An Algorithm for Designing Overcomplete Dictionaries for Sparse Representation (2006) - 9,632 citations
- Image Denoising Via Sparse and Redundant Representations Over Learned Dictionaries (2006) - 5,448 citations
- On Single Image Scale-Up Using Sparse-Representations (2012) - 3,451 citations
- Optimally sparse representation in general (nonorthogonal) dictionaries via ℓ 1 minimization (2003) - 2,972 citations
- Stable recovery of sparse overcomplete representations in the presence of noise (2005) - 2,251 citations
At a glance
- Full name
- Michael Elad
- ORCID
- 0000-0001-8131-6928
- OpenAlex ID
- https://openalex.org/A5020279598
Research interests
- Image and Signal Denoising Methods, Sparse and Compressive Sensing Techniques, Advanced Image Processing Techniques, Mathematical Analysis and Transform Methods, Image Enhancement Techniques
Research topics
Education
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Selected research & further reading
A curated reading list, not a ranking by citation count. References use DOI metadata, matching public scholarly records or authoritative lecture sources.
See the source-linked reading and original works in the research guide above.
Citation & publication trends
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Source: OpenAlex · Retrieved 2026-10-07. Metrics are database-specific and are not a scientific ranking.
Most-cited linked publications
Publications matched across ORCID and OpenAlex. Citation counts are source-specific.
- $rm K$-SVD: An Algorithm for Designing Overcomplete Dictionaries for Sparse Representation ↗2006 · IEEE Transactions on Signal Processing9,632OpenAlex citations
- Image Denoising Via Sparse and Redundant Representations Over Learned Dictionaries ↗2006 · IEEE Transactions on Image Processing5,448OpenAlex citations
- On Single Image Scale-Up Using Sparse-Representations ↗2012 · Lecture notes in computer science3,451OpenAlex citations
- Optimally sparse representation in general (nonorthogonal) dictionaries via ℓ 1 minimization ↗2003 · Proceedings of the National Academy of Sciences2,972OpenAlex citations
- Stable recovery of sparse overcomplete representations in the presence of noise ↗2005 · IEEE Transactions on Information Theory2,251OpenAlex citations
Recent linked publications
Publications matched across ORCID and OpenAlex. Citation counts are source-specific.
- $rm K$-SVD: An Algorithm for Designing Overcomplete Dictionaries for Sparse Representation ↗2006 · IEEE Transactions on Signal Processing
- Image Denoising Via Sparse and Redundant Representations Over Learned Dictionaries ↗2006 · IEEE Transactions on Image Processing
- On Single Image Scale-Up Using Sparse-Representations ↗2012 · Lecture notes in computer science
- Optimally sparse representation in general (nonorthogonal) dictionaries via ℓ 1 minimization ↗2003 · Proceedings of the National Academy of Sciences
- Stable recovery of sparse overcomplete representations in the presence of noise ↗2005 · IEEE Transactions on Information Theory
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Institutions
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Previous institutions
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Awards & honors
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Career timeline
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Co-authors
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Education & career institution links
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Sign in to claim this profileSources & data information
Editorial review: 2026-10-07 · Last data update: 2026-10-07 21:55:23
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