Concepedia

Triplet Loss

Triplet Loss is a loss function in metric learning that penalizes the relative distance between an anchor sample, a positive sample of the same class, and a negative sample of a different class by enforcing a margin-based separation in the embedding space.

614

Publications

45K

Citations

2.1K

Authors

580

Institutions

Publications per year

2017–2026

563

Parents

Publications

614

In Defense of the Triplet Loss for Person Re-Identification

Alexander Hermans, Lucas Beyer, Bastian Leibe · arXiv (Cornell University) · 2017 · 2.9K citations · Full text

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Improved deep metric learning with multi-class N-pair loss objective

Kihyuk Sohn · Neural Information Processing Systems · 2016 · 1.4K citations

, , +15

Person Re-identification by Multi-Channel Parts-Based CNN with Improved Triplet Loss Function

De Cheng, Yihong Gong, Sanping Zhou et al. · 2016 · 1.3K citations

, , +13

Beyond Triplet Loss: A Deep Quadruplet Network for Person Re-identification

Weihua Chen, Xiaotang Chen, Jianguo Zhang et al. · 2017 · 1.2K citations

, , +9

Circle Loss: A Unified Perspective of Pair Similarity Optimization

Yifan Sun, Changmao Cheng, Yuhan Zhang et al. · 2020 · 921 citations

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1–5 of 614

Authors

2.1K

  1. SS
    Shiguang Shan

    Institute of Computing Technology, China

    6 publications · 504 citations

    6

    h-index

  2. AM
    Aythami Morales

    Universidad Autónoma de Madrid, Spain

    6 publications · 293 citations

    6

    h-index

  3. WZ
    Wei‐Shi Zheng

    Sun Yat-sen University, China

    4 publications · 231 citations

    4

    h-index

  4. XC
    Xilin Chen

    Institute of Computing Technology, China

    4 publications · 454 citations

    4

    h-index

  5. HL
    Hanjiang Lai

    Sun Yat-sen University, China

    4 publications · 110 citations

    4

    h-index

1–5 of 2.1K

Institutions

580

  1. University of Chinese Academy of Sciences

    Beijing, China

    21 h-index

    63 publications

    10.2K citations

  2. Chinese Academy of Sciences

    Beijing, China

    20 h-index

    77 publications

    7.6K citations

  3. Beihang University

    Beijing, China

    16 h-index

    49 publications

    2.9K citations

  4. Sun Yat-sen University

    Guangzhou, China

    13 h-index

    37 publications

    1.6K citations

  5. Peking University

    Beijing, China

    13 h-index

    31 publications

    1.5K citations

  6. Xidian University

    Xi'an, China

    13 h-index

    43 publications

    1.4K citations

  7. University of Science and Technology of China

    Hefei, China

    12 h-index

    30 publications

    1.9K citations

  8. Tsinghua University

    Beijing, China

    11 h-index

    24 publications

    2.8K citations

1–8 of 580

Venues

  1. arXiv (Cornell University)

    Repository · 55 publications · 6.2K citations

    24

    h-index

  2. 18

    h-index

  3. IEEE Transactions on Multimedia

    18 publications · 1.3K citations

    17

    h-index

  4. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 16 publications · 849 citations

    15

    h-index

  5. IEEE Transactions on Image Processing

    15 publications · 990 citations

    14

    h-index

1–5