Concepedia

Learning-based Color Constancy

Learning-Based Color Constancy is a computational approach to color constancy that, as a subset of data-driven methods, employs machine learning models trained on labeled image data to estimate and correct scene illumination by leveraging statistical regularities in visual inputs rather than relying solely on predefined physical or geometric assumptions.

67

Publications

5.1K

Citations

141

Authors

72

Institutions

Publications per year

2017–2026

27

Parents

Publications

67

A novel algorithm for color constancy

David Forsyth · International Journal of Computer Vision · 1990 · 724 citations

, , +14

Computational Color Constancy: Survey and Experiments

Arjan Gijsenij, T. Gevers, Joost van de Weijer · IEEE Transactions on Image Processing · 2011 · 558 citations

, , +15

Illuminant estimation for color constancy: why spatial-domain methods work and the role of the color distribution

Dongliang Cheng, Dilip K. Prasad, Michael S. Brown · Journal of the Optical Society of America A · 2014 · 335 citations

, , +14

FC^4: Fully Convolutional Color Constancy with Confidence-Weighted Pooling

Yuanming Hu, Baoyuan Wang, Stephen Lin · 2017 · 236 citations

, , +15

Convolutional Color Constancy

Jonathan T. Barron · 2015 · 224 citations

, , +10

1–5 of 67

Authors

141

  1. SL
    Sven Lončarić

    University of Zagreb, Croatia

    7 publications · 151 citations

    7

    h-index

  2. JN
    Jarno Nikkanen

    6 publications · 141 citations

    6

    h-index

  3. BF
    Brian Funt

    Simon Fraser University, Canada

    5 publications · 469 citations

    5

    h-index

  4. NB
    Nikola Banić

    University of Zagreb, Croatia

    5 publications · 113 citations

    5

    h-index

  5. YQ
    Yanlin Qian

    5 publications · 160 citations

    5

    h-index

1–5 of 141

Institutions

72

  1. Simon Fraser University

    Burnaby, Canada

    8 h-index

    16 publications

    1.4K citations

  2. University of Zagreb

    Zagreb, Croatia

    7 h-index

    18 publications

    389 citations

  3. Tampere University

    Tampere, Finland

    5 h-index

    13 publications

    335 citations

  4. University of Amsterdam

    Amsterdam, The Netherlands

    4 h-index

    9 publications

    1.5K citations

  5. University of Electronic Science and Technology of China

    Chengdu, China

    2 h-index

    7 publications

    279 citations

  6. Czech Technical University in Prague

    Prague, Czechia

    2 h-index

    2 publications

    40 citations

  7. University of Tennessee at Knoxville

    Knoxville, United States

    2 h-index

    4 publications

    377 citations

  8. Kyungpook National University

    Daegu, South Korea

    2 h-index

    4 publications

    62 citations

1–8 of 72

Venues

  1. IEEE Transactions on Image Processing

    5 publications · 731 citations

    5

    h-index

  2. arXiv (Cornell University)

    Repository · 4 publications · 67 citations

    4

    h-index

  3. Journal of the Optical Society of America A

    3 publications · 571 citations

    3

    h-index

  4. IEEE Access

    2 publications · 40 citations

    2

    h-index

  5. 2

    h-index

1–5