Concepedia

Markov Random Fields

Markov Random Fields is a probabilistic graphical model that represents a set of random variables having a Markov property with respect to an undirected graph, wherein the conditional independence of a variable given all others is determined solely by its immediate neighbors.

2.3K

Publications

177.5K

Citations

5.1K

Authors

1.4K

Institutions

Publications per year

2017–2026

353

Variants

Markov Random FieldMrfUndirected Graphical ModelUndirected Graphical Models

Parents

Publications

2.3K

Stochastic Relaxation, Gibbs Distributions, and the Bayesian Restoration of Images

Stuart Geman, Donald Geman · IEEE Transactions on Pattern Analysis and Machine Intelligence · 1984 · 18K citations

, , +16

Mining the network value of customers

Pedro Domingos, Matt Richardson · 2001 · 2.9K citations

, , +10

An Explicit Link between Gaussian Fields and Gaussian Markov Random Fields: The Stochastic Partial Differential Equation Approach

Finn Lindgren, Håvard Rue, Johan Lindström · Journal of the Royal Statistical Society Series B (Statistical Methodology) · 2011 · 2.7K citations · Full text

, , +15

Visibility in bad weather from a single image

Robby T. Tan · 2008 · 2.3K citations

, , +13

Make3D: Learning 3D Scene Structure from a Single Still Image

Amit Saxena, Min Sun, A.Y. Ng · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2009 · 1.8K citations

, , +16

1–5 of 2.3K

Authors

5.1K

  1. AE
    Ayman El‐Baz

    University of Louisville, United States

    19 publications · 664 citations

    17

    h-index

  2. JZ
    Josiane Zerubia

    Institut national de recherche en sciences et technologies du numérique, France

    24 publications · 949 citations

    16

    h-index

  3. MJ
    Martin J. Wainwright

    University of California, Berkeley, United States

    17 publications · 2.2K citations

    15

    h-index

  4. RU
    Raquel Urtasun

    University of Toronto, Canada

    14 publications · 1.4K citations

    14

    h-index

  5. PB
    Patrick Bouthémy

    Institut de Recherche en Informatique et Systèmes Aléatoires, France

    13 publications · 622 citations

    12

    h-index

1–5 of 5.1K

Institutions

1.4K

  1. Massachusetts Institute of Technology

    Cambridge, United States

    30 h-index

    92 publications

    11.2K citations

  2. Institut national de recherche en sciences et technologies du numérique

    Le Chesnay-Rocquencourt, France

    30 h-index

    116 publications

    5.1K citations

  3. Chinese Academy of Sciences

    Beijing, China

    29 h-index

    141 publications

    5.4K citations

  4. University of California, Berkeley

    Berkeley, United States

    27 h-index

    58 publications

    6.5K citations

  5. Stanford University

    Stanford, United States

    27 h-index

    87 publications

    17.5K citations

  6. Carnegie Mellon University

    Pittsburgh, United States

    27 h-index

    87 publications

    9K citations

  7. Centre National de la Recherche Scientifique

    Paris, France

    22 h-index

    111 publications

    6.8K citations

  8. University of Genoa

    Genoa, Italy

    20 h-index

    62 publications

    4.9K citations

1–8 of 1.4K

Venues

  1. IEEE Transactions on Image Processing

    104 publications · 9K citations

    56

    h-index

  2. IEEE Transactions on Pattern Analysis and Machine Intelligence

    TPAMI · 91 publications · 33.6K citations

    51

    h-index

  3. 42

    h-index

  4. IEEE Transactions on Medical Imaging

    57 publications · 7.9K citations

    38

    h-index

  5. arXiv (Cornell University)

    Repository · 51 publications · 3.7K citations

    24

    h-index

1–5