Concepedia

Sparse Representation Compression

Sparse Representation Compression is a signal compression paradigm within biomedical signal processing that exploits the principle of sparsity by representing signals as linear combinations of a few atoms from an overcomplete dictionary, thereby enabling efficient data compression through the retention of only significant non-zero coefficients.

627

Publications

30.3K

Citations

1.9K

Authors

675

Institutions

Publications per year

2017–2026

185

Parents

Publications

627

Sparse representations in unions of bases

Rémi Gribonval, Morten Nielsen · IEEE Transactions on Information Theory · 2003 · 977 citations · Full text

, , +14

Analysis of Orthogonal Matching Pursuit Using the Restricted Isometry Property

Mark A. Davenport, Michael B. Wakin · IEEE Transactions on Information Theory · 2010 · 532 citations

, , +13

The Curvelet Transform

Jianwei Ma, Gerlind Plonka · IEEE Signal Processing Magazine · 2010 · 446 citations

, , +17

Fast inversion of large-scale magnetic data using wavelet transforms and a logarithmic barrier method

Yaoguo Li, Douglas W. Oldenburg · Geophysical Journal International · 2003 · 425 citations · Full text

, , +15

Theory and Implementation of an Analog-to-Information Converter using Random Demodulation

Jason N. Laska, Sami Kirolos, Marco F. Duarte et al. · 2007 · 411 citations

, , +16

1–5 of 627

Authors

1.9K

  1. MB
    Michael B. Wakin

    Colorado School of Mines, United States

    7 publications · 1K citations

    7

    h-index

  2. RG
    Richard G. Baraniuk

    Rice University, United States

    7 publications · 885 citations

    7

    h-index

  3. JN
    Jelani Nelson

    Harvard University Press, United States

    6 publications · 428 citations

    6

    h-index

  4. BH
    Babak Hassibi

    California Institute of Technology, United States

    4 publications · 450 citations

    4

    h-index

  5. PF
    Pascal Frossard

    École Polytechnique Fédérale de Lausanne, Switzerland

    4 publications · 82 citations

    4

    h-index

1–5 of 1.9K

Institutions

675

  1. Tsinghua University

    Beijing, China

    16 h-index

    43 publications

    2.1K citations

  2. Chinese Academy of Sciences

    Beijing, China

    13 h-index

    56 publications

    3.1K citations

  3. Centre National de la Recherche Scientifique

    Paris, France

    13 h-index

    22 publications

    1.4K citations

  4. École Polytechnique Fédérale de Lausanne

    Lausanne, Switzerland

    11 h-index

    23 publications

    626 citations

  5. Nanyang Technological University

    Singapore, Singapore

    10 h-index

    25 publications

    1.6K citations

  6. Stanford University

    Stanford, United States

    10 h-index

    23 publications

    1.6K citations

  7. California Institute of Technology

    Pasadena, United States

    10 h-index

    14 publications

    1.3K citations

  8. University of California, Berkeley

    Berkeley, United States

    10 h-index

    22 publications

    1K citations

1–8 of 675

Venues

  1. IEEE Transactions on Image Processing

    17 publications · 775 citations

    17

    h-index

  2. arXiv (Cornell University)

    Repository · 20 publications · 689 citations

    14

    h-index

  3. IEEE Transactions on Signal Processing

    12 publications · 736 citations

    12

    h-index

  4. Neurocomputing

    14 publications · 608 citations

    11

    h-index

  5. IEEE Transactions on Information Theory

    11 publications · 2.5K citations

    11

    h-index

1–5