Concepedia

Classifier Fusion

Classifier Fusion is a decision-level integration strategy in multimodal machine learning that combines the outputs of multiple individual classifiers to improve overall predictive performance by leveraging complementary information and reducing classifier-specific biases.

4.1K

Publications

263.3K

Citations

13.1K

Authors

3.1K

Institutions

Publications per year

2017–2026

1.8K

Parents

Publications

4.1K

Robust Real-Time Face Detection

Paul Viola, Michael Jones · International Journal of Computer Vision · 2004 · 14.2K citations

, , +11

On combining classifiers

Josef Kittler, M. Hatef, Robert P. W. Duin et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 1998 · 5.3K citations

, , +13

Combining Pattern Classifiers: Methods and Algorithms

Subhash Bagui · Technometrics · 2005 · 3.2K citations

, , +9

Popular Ensemble Methods: An Empirical Study

David W. Opitz, Richard Maclin · Journal of Artificial Intelligence Research · 1999 · 3K citations · Full text

, , +15

Ensemble based systems in decision making

Robi Polikar · IEEE Circuits and Systems Magazine · 2006 · 2.9K citations

, , +17

1–5 of 4.1K

Authors

13.1K

  1. JK
    Josef Kittler

    University of Surrey, United Kingdom

    26 publications · 7.2K citations

    20

    h-index

  2. FR
    Fabio Roli

    University of Cagliari, Italy

    17 publications · 1.6K citations

    16

    h-index

  3. RS
    Robert Sabourin

    École de Technologie Supérieure, Canada

    24 publications · 759 citations

    15

    h-index

  4. LI
    Ludmila I. Kuncheva

    Bangor University, United Kingdom

    14 publications · 3.6K citations

    14

    h-index

  5. JA
    Jón Atli Benediktsson

    University of Iceland, Iceland

    13 publications · 3.3K citations

    13

    h-index

1–5 of 13.1K

Institutions

3.1K

  1. Chinese Academy of Sciences

    Beijing, China

    36 h-index

    211 publications

    10.5K citations

  2. Tsinghua University

    Beijing, China

    26 h-index

    128 publications

    5.8K citations

  3. Carnegie Mellon University

    Pittsburgh, United States

    25 h-index

    89 publications

    7.9K citations

  4. University of Surrey

    Guildford, United Kingdom

    25 h-index

    88 publications

    17.3K citations

  5. Shanghai Jiao Tong University

    Shanghai, China

    23 h-index

    94 publications

    5.8K citations

  6. University of Electronic Science and Technology of China

    Chengdu, China

    23 h-index

    75 publications

    4.3K citations

  7. Centre National de la Recherche Scientifique

    Paris, France

    23 h-index

    91 publications

    5.3K citations

  8. Nanyang Technological University

    Singapore, Singapore

    22 h-index

    69 publications

    5K citations

1–8 of 3.1K

Venues

  1. IEEE Access

    101 publications · 4.6K citations

    41

    h-index

  2. Information Fusion

    59 publications · 6.5K citations

    36

    h-index

  3. IEEE Transactions on Pattern Analysis and Machine Intelligence

    TPAMI · 45 publications · 14.6K citations

    35

    h-index

  4. Expert Systems with Applications

    48 publications · 4K citations

    32

    h-index

  5. Pattern Recognition Letters

    47 publications · 5K citations

    31

    h-index

1–5