Concepedia

Unsupervised Metric Learning

Unsupervised Metric Learning is a metric learning paradigm that belongs to the broader class of distance metric learning methods, distinguished by its ability to learn a distance function from unlabeled data without relying on explicit class labels or pairwise constraints derived from labels.

118

Publications

6.6K

Citations

358

Authors

168

Institutions

Publications per year

2017–2026

60

Parents

Publications

118

Metric Learning: A Survey

Brian Kulis · Foundations and Trends® in Machine Learning · 2013 · 648 citations

, , +11

Hubs in Space: Popular Nearest Neighbors in High-Dimensional Data

Miloš Radovanović, Αλέξανδρος Νανόπουλος, Mirjana Ivanović · KoBSON-skop - NasiuFP · 2010 · 461 citations

, , +17

Hubs in Space: Popular Nearest Neighbors in High-Dimensional Data

RadovanovićMiloš, NanopoulosAlexandros, IvanovićMirjana · Journal of Machine Learning Research · 2010 · 338 citations

, , +17

Cross-View Asymmetric Metric Learning for Unsupervised Person Re-Identification

Hong-Xing Yu, Ancong Wu, Wei‐Shi Zheng · 2017 · 334 citations

, , +8

Stepwise Metric Promotion for Unsupervised Video Person Re-identification

Zimo Liu, Dong Wang, Huchuan Lu · 2017 · 194 citations

, , +14

1–5 of 118

Authors

358

  1. SK
    Samuel Kaski

    Aalto University, Finland

    4 publications · 131 citations

    4

    h-index

  2. YC
    Yiu‐ming Cheung

    Hong Kong Baptist University, Hong Kong SAR China

    3 publications · 149 citations

    3

    h-index

  3. WZ
    Wei‐Shi Zheng

    Sun Yat-sen University, China

    2 publications · 379 citations

    2

    h-index

  4. HY
    Hong-Xing Yu

    Sun Yat-sen University, China

    2 publications · 379 citations

    2

    h-index

  5. PS
    Paramveer S. Dhillon

    University of Pennsylvania, United States

    2 publications · 26 citations

    2

    h-index

1–5 of 358

Institutions

168

  1. Microsoft Research Asia (China)

    Beijing, China

    5 h-index

    10 publications

    520 citations

  2. Chinese Academy of Sciences

    Beijing, China

    4 h-index

    12 publications

    633 citations

  3. Xidian University

    Xi'an, China

    3 h-index

    7 publications

    401 citations

  4. University of British Columbia

    Vancouver, Canada

    3 h-index

    8 publications

    368 citations

  5. Hong Kong Baptist University

    Hong Kong, Hong Kong

    3 h-index

    7 publications

    415 citations

  6. University of Pittsburgh

    Pittsburgh, United States

    3 h-index

    7 publications

    239 citations

  7. Fudan University

    Shanghai, China

    3 h-index

    6 publications

    258 citations

  8. University of Helsinki

    Helsinki, Finland

    3 h-index

    8 publications

    335 citations

1–8 of 168

Venues

  1. arXiv (Cornell University)

    Repository · 9 publications · 212 citations

    9

    h-index

  2. Neurocomputing

    4 publications · 271 citations

    4

    h-index

  3. Neural Networks

    3 publications · 182 citations

    3

    h-index

  4. Pattern Recognition Letters

    3 publications · 186 citations

    3

    h-index

  5. Expert Systems with Applications

    3 publications · 54 citations

    3

    h-index

1–5