Concepedia

Random Field Regularization

Random Field Regularization is a mathematical framework that imposes structural constraints on random field models by incorporating prior knowledge or smoothness assumptions to stabilize inference and reduce uncertainty in spatial or spatiotemporal predictions.

13

Publications

567

Citations

48

Authors

30

Institutions

Publications per year

2017–2026

2

Parents

Publications

13

Structure learning in random fields for heart motion abnormality detection

Mark Schmidt, Kevin Murphy, Glenn Fung et al. · 2008 · 111 citations

, , +15

Recovering Intrinsic Images with a Global Sparsity Prior on Reflectance

Peter Gehler, Carsten Rother, Martin Kiefel et al. · 2011 · 103 citations

, , +12

Recovering Intrinsic Images with a Global Sparsity Prior on Reflectance

Carsten Rother, Martin Kiefel, Lumin Zhang et al. · Neural Information Processing Systems · 2011 · 87 citations

, , +12

Scene Intrinsics and Depth from a Single Image

Evan Shelhamer, Jonathan T. Barron, Trevor Darrell · 2015 · 52 citations

, , +14

Three-dimensional glacier surface motion maps at the Gjálp eruption site, Iceland, inferred from combining InSAR and other ice-displacement data

Sverrir Guðmundsson, Magnús T. Guðmundsson, Helgi Björnsson et al. · Annals of Glaciology · 2002 · 43 citations · Full text

, , +15

1–5 of 13

Authors

48

  1. BS
    Bernhard Schölkopf

    Max Planck Institute for Intelligent Systems, Germany

    2 publications · 190 citations

    2

    h-index

  2. LZ
    Lumin Zhang

    Fudan University, China

    2 publications · 190 citations

    2

    h-index

  3. MK
    Martin Kiefel

    Max Planck Institute for Intelligent Systems, Germany

    2 publications · 190 citations

    2

    h-index

  4. CR
    Carsten Rother

    Microsoft Research (United Kingdom), United Kingdom

    2 publications · 190 citations

    2

    h-index

  5. PG
    Peter Gehler

    Max Planck Society, Germany

    2 publications · 190 citations

    2

    h-index

1–5 of 48

Institutions

30

  1. Max Planck Society

    Munich, Germany

    2 h-index

    9 publications

    847 citations

  2. Max Planck Institute for Informatics

    Saarbrücken, Germany

    2 h-index

    3 publications

    277 citations

  3. Centre National de la Recherche Scientifique

    Paris, France

    2 h-index

    2 publications

    49 citations

  4. University of California, Berkeley

    Berkeley, United States

    1 h-index

    2 publications

    104 citations

  5. Université Paris Cité

    Paris, France

    1 h-index

    1 publications

    10 citations

  6. La Trobe University

    Melbourne, Australia

    1 h-index

    1 publications

    15 citations

  7. University of Reggio Calabria

    Reggio Calabria, Italy

    1 h-index

    1 publications

    13 citations

  8. Institut Pierre-Simon Laplace

    Paris, France

    1 h-index

    2 publications

    78 citations

1–8 of 30

Venues

  1. Applied and Computational Harmonic Analysis

    1 publications · 15 citations

    1

    h-index

  2. IEEE Transactions on Image Processing

    1 publications · 39 citations

    1

    h-index

  3. Inverse Problems and Imaging

    1 publications · 33 citations

    1

    h-index

  4. Neural Information Processing Systems

    Conference · 1 publications · 87 citations

    1

    h-index

  5. Journal of Medical Imaging

    JMI · 1 publications · 19 citations

    1

    h-index

1–5