Concepedia

Compressed Sensing Reconstruction

Compressed Sensing Reconstruction is a mathematical reconstruction framework in neuroimaging physics that enables accurate image recovery from highly undersampled k-space data by exploiting signal sparsity and nonlinear optimization, distinguishing it from conventional reconstruction methods reliant on full Nyquist-sampled data.

2.5K

Publications

224K

Citations

6.5K

Authors

1.6K

Institutions

Publications per year

2017–2026

925

Variants

Cs Reconstruction

Parents

Publications

2.5K

Compressed sensing

David L. Donoho · IEEE Transactions on Information Theory · 2006 · 23.1K citations

, , +17

An Introduction To Compressive Sampling

Emmanuel J. Candès, Michael B. Wakin · IEEE Signal Processing Magazine · 2008 · 10K citations

, , +17

Exact Matrix Completion via Convex Optimization

Emmanuel J. Candès, Benjamin Recht · Foundations of Computational Mathematics · 2009 · 5.1K citations · Full text

, , +15

The Split Bregman Method for L1-Regularized Problems

Tom Goldstein, Stanley Osher · SIAM Journal on Imaging Sciences · 2009 · 4.3K citations

, , +17

Compressive Sensing [Lecture Notes]

Richard G. Baraniuk · IEEE Signal Processing Magazine · 2007 · 4.2K citations

, , +14

1–5 of 2.5K

Authors

6.5K

  1. RG
    Richard G. Baraniuk

    Rice University, United States

    36 publications · 14.4K citations

    27

    h-index

  2. XY
    Xin Yuan

    Westlake University, China

    26 publications · 2.3K citations

    20

    h-index

  3. YC
    Yonina C. Eldar

    Technion – Israel Institute of Technology, Israel

    23 publications · 4.5K citations

    19

    h-index

  4. DJ
    David J. Brady

    Duke University, United States

    18 publications · 2.8K citations

    17

    h-index

  5. RO
    Ricardo Otazo

    New York University, United States

    17 publications · 2.2K citations

    16

    h-index

1–5 of 6.5K

Institutions

1.6K

  1. Stanford University

    Stanford, United States

    44 h-index

    199 publications

    64.4K citations

  2. Rice University

    Houston, United States

    37 h-index

    129 publications

    56.4K citations

  3. Duke University

    Durham, United States

    28 h-index

    123 publications

    20.5K citations

  4. Chinese Academy of Sciences

    Beijing, China

    27 h-index

    160 publications

    10.2K citations

  5. University of Wisconsin–Madison

    Madison, United States

    27 h-index

    94 publications

    14.8K citations

  6. École Polytechnique Fédérale de Lausanne

    Lausanne, Switzerland

    26 h-index

    142 publications

    8.8K citations

  7. Technion – Israel Institute of Technology

    Haifa, Israel

    25 h-index

    63 publications

    9.8K citations

  8. University of British Columbia

    Vancouver, Canada

    24 h-index

    78 publications

    4.8K citations

1–8 of 1.6K

Venues

  1. Magnetic Resonance in Medicine

    MRM · 119 publications · 9.9K citations

    44

    h-index

  2. IEEE Transactions on Signal Processing

    67 publications · 12.8K citations

    42

    h-index

  3. IEEE Transactions on Information Theory

    49 publications · 36.2K citations

    37

    h-index

  4. IEEE Transactions on Medical Imaging

    35 publications · 7.7K citations

    28

    h-index

  5. arXiv (Cornell University)

    Repository · 82 publications · 2.5K citations

    26

    h-index

1–5