Concepedia

Self-supervised Learning

Self-Supervised Learning is a machine learning paradigm in which a model generates its own supervisory signals from unlabeled data by designing pretext tasks that exploit inherent data structure, thereby enabling representation learning without explicit human annotations.

4.7K

Publications

351.1K

Citations

15.4K

Authors

2.2K

Institutions

Publications per year

2017–2026

4.3K

Parents

Children

Publications

4.7K

The Unreasonable Effectiveness of Deep Features as a Perceptual Metric

Richard Zhang, Phillip Isola, Alexei A. Efros et al. · 2018 · 12.4K citations

, , +14

A Simple Framework for Contrastive Learning of Visual Representations

Ting Chen, Simon Kornblith, Mohammad Norouzi et al. · arXiv (Cornell University) · 2020 · 7.3K citations · Full text

, , +16

Emerging Properties in Self-Supervised Vision Transformers

Mathilde Caron, Hugo Touvron, Ishan Misra et al. · 2021 IEEE/CVF International Conference on Computer Vision (ICCV) · 2021 · 5K citations · Full text

, , +13

Bootstrap your own latent: A new approach to self-supervised Learning

Jean-Bastien Grill, Florian Strub, Florent Altché et al. · arXiv (Cornell University) · 2020 · 3.4K citations · Full text

, , +16

Deeper Insights Into Graph Convolutional Networks for Semi-Supervised Learning

Qimai Li, Zhichao Han, Xiao-Ming Wu · Proceedings of the AAAI Conference on Artificial Intelligence · 2018 · 2.6K citations · Full text

, , +16

1–5 of 4.7K

Authors

15.4K

  1. SW
    Shinji Watanabe

    Johns Hopkins University, United States

    23 publications · 1.4K citations

    19

    h-index

  2. AZ
    Andrew Zisserman

    University of Oxford, United Kingdom

    27 publications · 3.5K citations

    19

    h-index

  3. LJ
    Licheng Jiao

    Xidian University, China

    20 publications · 1.1K citations

    18

    h-index

  4. IS
    In So Kweon

    Korea Advanced Institute of Science and Technology, South Korea

    19 publications · 2.8K citations

    18

    h-index

  5. HL
    Hung-yi Lee

    National Taiwan University, Taiwan

    22 publications · 1.7K citations

    18

    h-index

1–5 of 15.4K

Institutions

2.2K

  1. Google (United States)

    Mountain View, United States

    64 h-index

    529 publications

    127.1K citations

  2. Tsinghua University

    Beijing, China

    54 h-index

    372 publications

    52.5K citations

  3. Chinese Academy of Sciences

    Beijing, China

    51 h-index

    418 publications

    33K citations

  4. Meta (Israel)

    Tel Aviv, Israel

    43 h-index

    213 publications

    56.9K citations

  5. Carnegie Mellon University

    Pittsburgh, United States

    41 h-index

    213 publications

    19.3K citations

  6. University of Oxford

    Oxford, United Kingdom

    40 h-index

    170 publications

    14.9K citations

  7. University of California, Berkeley

    Berkeley, United States

    40 h-index

    191 publications

    60.8K citations

  8. University of Chinese Academy of Sciences

    Beijing, China

    40 h-index

    282 publications

    20.5K citations

1–8 of 2.2K

Venues

  1. arXiv (Cornell University)

    Repository · 891 publications · 60.8K citations

    101

    h-index

  2. 58

    h-index

  3. 2021 IEEE/CVF International Conference on Computer Vision (ICCV)

    Conference · 102 publications · 15.1K citations

    54

    h-index

  4. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 141 publications · 12.3K citations

    49

    h-index

  5. 42

    h-index

1–5