Concepedia

Optimization-based Reconstruction

Optimization-Based Reconstruction is an inverse problem solving framework that formulates the reconstruction of an unknown signal or parameter field as a mathematical optimization task, where the solution is determined by minimizing a cost functional composed of data fidelity and regularization terms.

248

Publications

31.7K

Citations

686

Authors

332

Institutions

Publications per year

2017–2026

85

Parents

Publications

248

Robust uncertainty principles: exact signal reconstruction from highly incomplete frequency information

Emmanuel J. Candès, Justin Romberg, Terence Tao · IEEE Transactions on Information Theory · 2006 · 15.8K citations

, , +16

Sparse signal reconstruction from limited data using FOCUSS: a re-weighted minimum norm algorithm

I.F. Gorodnitsky, Bhaskar D. Rao · IEEE Transactions on Signal Processing · 1997 · 1.8K citations

, , +17

ISTA-Net: Interpretable Optimization-Inspired Deep Network for Image Compressive Sensing

Jian Zhang, Bernard Ghanem · 2018 · 1.3K citations

, , +15

Constrained restoration and the recovery of discontinuities

Donald Geman, George O. Reynolds · IEEE Transactions on Pattern Analysis and Machine Intelligence · 1992 · 1.1K citations

, , +13

Phase retrieval with transverse translation diversity: a nonlinear optimization approach

Manuel Guizar‐Sicairos, James R. Fienup · Optics Express · 2008 · 523 citations · Full text

, , +12

1–5 of 248

Authors

686

  1. EY
    Emil Y. Sidky

    University of Chicago, United States

    9 publications · 504 citations

    9

    h-index

  2. XP
    Xiaochuan Pan

    University of Chicago, United States

    9 publications · 477 citations

    9

    h-index

  3. EJ
    Emmanuel J. Candès

    Stanford University, United States

    5 publications · 16.3K citations

    5

    h-index

  4. MN
    Mila Nikolova

    Centre National de la Recherche Scientifique, France

    5 publications · 570 citations

    5

    h-index

  5. ZZ
    Zheng Zhang

    University of Chicago, United States

    5 publications · 248 citations

    5

    h-index

1–5 of 686

Institutions

332

  1. University of Chicago

    Chicago, United States

    12 h-index

    54 publications

    2.7K citations

  2. Centre National de la Recherche Scientifique

    Paris, France

    10 h-index

    20 publications

    1.1K citations

  3. University of California, Los Angeles

    Los Angeles, United States

    5 h-index

    8 publications

    17.8K citations

  4. California Institute of Technology

    Pasadena, United States

    5 h-index

    10 publications

    32.5K citations

  5. Washington University in St. Louis

    St Louis, United States

    4 h-index

    5 publications

    191 citations

  6. Chinese Academy of Sciences

    Beijing, China

    4 h-index

    13 publications

    261 citations

  7. Technion – Israel Institute of Technology

    Haifa, Israel

    4 h-index

    7 publications

    760 citations

  8. Tamkang University

    Taipei, Taiwan

    4 h-index

    8 publications

    306 citations

1–8 of 332

Venues

  1. Inverse Problems

    14 publications · 585 citations

    13

    h-index

  2. IEEE Transactions on Signal Processing

    11 publications · 2.2K citations

    10

    h-index

  3. Physics in Medicine and Biology

    9 publications · 503 citations

    9

    h-index

  4. Optics Express

    6 publications · 865 citations

    6

    h-index

  5. arXiv (Cornell University)

    Repository · 5 publications · 201 citations

    5

    h-index

1–5