Concepedia

Proxy-based Metric Learning

Proxy-Based Metric Learning is a metric learning approach that employs representative proxies as class surrogates in the embedding space to structure inter-class relationships and enhance discriminative performance through proxy-to-sample distance minimization.

15

Publications

1.5K

Citations

56

Authors

24

Institutions

Publications per year

2017–2026

14

Parents

Publications

15

No Fuss Distance Metric Learning Using Proxies

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

, , +12

Proxy Anchor Loss for Deep Metric Learning

Sung‐Yeon Kim, Dong-Won Kim, Minsu Cho et al. · 2020 · 392 citations

, , +13

Learning Memory-Augmented Unidirectional Metrics for Cross-modality Person Re-identification

Jialun Liu, Yifan Sun, Feng Zhu et al. · 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) · 2022 · 198 citations

, , +13

No Fuss Distance Metric Learning using Proxies

Yair Movshovitz-Attias, Alexander Toshev, Thomas Leung et al. · arXiv (Cornell University) · 2017 · 58 citations · Full text

, , +12

Proxy Synthesis: Learning with Synthetic Classes for Deep Metric Learning

Geonmo Gu, Byungsoo Ko, Han‐Gyu Kim · Proceedings of the AAAI Conference on Artificial Intelligence · 2021 · 33 citations · Full text

, , +13

1–5 of 15

Authors

56

  1. AT
    Alexander Toshev

    Google (United States), United States

    2 publications · 695 citations

    2

    h-index

  2. TL
    Thomas Leung

    Hong Kong Polytechnic University, Hong Kong SAR China

    2 publications · 695 citations

    2

    h-index

  3. SI
    Sergey Ioffe

    Google (United States), United States

    2 publications · 695 citations

    2

    h-index

  4. YM
    Yair Movshovitz-Attias

    Google (United States), United States

    2 publications · 695 citations

    2

    h-index

  5. YX
    Yunyan Xing

    National University of Defense Technology, China

    1 publications · 19 citations

    1

    h-index

1–5 of 56

Institutions

24

  1. Jilin University

    Changchun, China

    2 h-index

    6 publications

    480 citations

  2. Google (United States)

    Mountain View, United States

    2 h-index

    10 publications

    3.5K citations

  3. Tsinghua University

    Beijing, China

    2 h-index

    7 publications

    149 citations

  4. Monash Medical Centre

    Clayton, Australia

    1 h-index

    1 publications

    19 citations

  5. Sungkyunkwan University

    Seoul, South Korea

    1 h-index

    1 publications

    13 citations

  6. Amazon (United States)

    Seattle, United States

    1 h-index

    3 publications

    87 citations

  7. Tampere University

    Tampere, Finland

    1 h-index

    3 publications

    42 citations

  8. Naver (South Korea)

    Seongnam-si, South Korea

    1 h-index

    3 publications

    99 citations

1–8 of 24

Venues

  1. arXiv (Cornell University)

    Repository · 3 publications · 102 citations

    3

    h-index

  2. Neural Networks

    1 publications · 14 citations

    1

    h-index

  3. 1

    h-index

  4. Pattern Recognition Letters

    1 publications · 13 citations

    1

    h-index

  5. Academy of Management Learning and Education

    AMLE · 1 publications · 26 citations

    1

    h-index

1–5