Concepedia

Local Metric Learning

Local Metric Learning is a metric learning approach that belongs to the class of distance metric learning methods, distinguished by its focus on learning distinct, localized distance metrics in different regions of the feature space to better capture fine-grained, context-specific similarity patterns.

121

Publications

23.3K

Citations

334

Authors

159

Institutions

Publications per year

2017–2026

43

Parents

Publications

121

A Global Geometric Framework for Nonlinear Dimensionality Reduction

Joshua B. Tenenbaum, Vin de Silva, John Langford · Science · 2000 · 13.7K citations

, , +14

Locally Aligned Feature Transforms across Views

Wei Li, Xiaogang Wang · 2013 · 607 citations

, , +16

Local Fisher Discriminant Analysis for Pedestrian Re-identification

Sateesh Pedagadi, James Orwell, Sergio A. Velastín et al. · 2013 · 548 citations

, , +16

A Survey on Metric Learning for Feature Vectors and Structured Data

Aurélien Bellet, Amaury Habrard, Marc Sebban · arXiv (Cornell University) · 2013 · 533 citations · Full text

, , +15

Fine-Grained Visual Comparisons with Local Learning

Aron Yu, Kristen Grauman · 2014 · 490 citations

, , +15

1–5 of 121

Authors

334

  1. JL
    Jiwen Lu

    Tsinghua University, China

    8 publications · 684 citations

    8

    h-index

  2. HC
    Hong Chang

    Institute of Computing Technology, China

    5 publications · 233 citations

    5

    h-index

  3. JZ
    Jie Zhou

    Tsinghua University, China

    4 publications · 385 citations

    4

    h-index

  4. DG
    Dimitrios Gunopulos

    University of California, Riverside, United States

    4 publications · 411 citations

    4

    h-index

  5. CD
    Carlotta Domeniconi

    George Mason University, United States

    4 publications · 411 citations

    4

    h-index

1–5 of 334

Institutions

159

  1. Chinese Academy of Sciences

    Beijing, China

    6 h-index

    14 publications

    769 citations

  2. Nanyang Technological University

    Singapore, Singapore

    6 h-index

    11 publications

    612 citations

  3. Stanford University

    Stanford, United States

    4 h-index

    5 publications

    27.7K citations

  4. Tsinghua University

    Beijing, China

    4 h-index

    9 publications

    794 citations

  5. University of Science and Technology of China

    Hefei, China

    4 h-index

    11 publications

    565 citations

  6. University of Technology Sydney

    Sydney, Australia

    4 h-index

    6 publications

    337 citations

  7. Centre for Quantum Computation and Communication Technology

    Sydney, Australia

    3 h-index

    5 publications

    284 citations

  8. University of Southern California

    Los Angeles, United States

    3 h-index

    9 publications

    1.9K citations

1–8 of 159

Venues

  1. Pattern Recognition

    9 publications · 383 citations

    9

    h-index

  2. arXiv (Cornell University)

    Repository · 8 publications · 813 citations

    8

    h-index

  3. 7

    h-index

  4. 6

    h-index

  5. IEEE Transactions on Neural Networks

    3 publications · 324 citations

    3

    h-index

1–5