Concepedia

Supervised Metric Learning

Supervised Metric Learning is a subfield of metric learning that, as a genus, belongs to the broader category of distance metric learning methods, and, by differentia, specifically leverages labeled training data to learn a distance function that enhances discriminative performance by minimizing distances between instances of the same class and maximizing distances between instances of different classes.

118

Publications

6.4K

Citations

380

Authors

178

Institutions

Publications per year

2017–2026

55

Parents

Publications

118

No Fuss Distance Metric Learning Using Proxies

Yair Movshovitz-Attias, Alexander Toshev, Thomas Leung et al. · 2017 · 637 citations

, , +12

Online and batch learning of pseudo-metrics

Shai Shalev‐Shwartz, Yoram Singer, Andrew Y. Ng · 2004 · 302 citations

, , +17

Hyperspectral Remote Sensing Image Subpixel Target Detection Based on Supervised Metric Learning

Lefei Zhang, Liangpei Zhang, Dacheng Tao et al. · IEEE Transactions on Geoscience and Remote Sensing · 2013 · 210 citations

, , +14

Deep Adversarial Metric Learning

Yueqi Duan, Wenzhao Zheng, Xudong Lin et al. · 2018 · 206 citations

, , +15

Survey on distance metric learning and dimensionality reduction in data mining

Fei Wang, Jimeng Sun · Data Mining and Knowledge Discovery · 2014 · 177 citations

, , +16

1–5 of 118

Authors

380

  1. JS
    Jimeng Sun

    Georgia Institute of Technology, United States

    5 publications · 524 citations

    5

    h-index

  2. AH
    Amaury Habrard

    Laboratoire Hubert Curien, France

    4 publications · 180 citations

    4

    h-index

  3. BN
    Bac Nguyen

    Ghent University, Belgium

    3 publications · 175 citations

    3

    h-index

  4. BD
    Bernard De Baets

    Ghent University, Belgium

    3 publications · 175 citations

    3

    h-index

  5. JH
    Jianying Hu

    IBM (United States), United States

    2 publications · 194 citations

    2

    h-index

1–5 of 380

Institutions

178

  1. Tsinghua University

    Beijing, China

    6 h-index

    12 publications

    890 citations

  2. Laboratoire Hubert Curien

    Saint-Etienne, France

    4 h-index

    9 publications

    341 citations

  3. Google (United States)

    Mountain View, United States

    4 h-index

    15 publications

    3.8K citations

  4. Chinese Academy of Sciences

    Beijing, China

    4 h-index

    10 publications

    500 citations

  5. Ghent University

    Ghent, Belgium

    3 h-index

    6 publications

    350 citations

  6. University of Chinese Academy of Sciences

    Beijing, China

    3 h-index

    8 publications

    290 citations

  7. Georgia Institute of Technology

    Atlanta, United States

    3 h-index

    5 publications

    539 citations

  8. IBM (United States)

    Armonk, United States

    3 h-index

    6 publications

    758 citations

1–8 of 178

Venues

  1. Pattern Recognition

    10 publications · 449 citations

    10

    h-index

  2. arXiv (Cornell University)

    Repository · 10 publications · 252 citations

    10

    h-index

  3. Neurocomputing

    5 publications · 343 citations

    5

    h-index

  4. IEEE Transactions on Image Processing

    3 publications · 194 citations

    3

    h-index

  5. Pattern Recognition Letters

    3 publications · 179 citations

    3

    h-index

1–5