Concepedia

Self-supervised Image Representations

Self-Supervised Image Representations is a methodological framework in computer vision that learns discriminative visual features from unlabeled images by formulating pretext tasks that leverage the intrinsic structure of the data to generate supervisory signals.

327

Publications

40.2K

Citations

1.5K

Authors

421

Institutions

Publications per year

2017–2026

320

Parents

Publications

327

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

A simple framework for contrastive learning of visual representations

Ting Chen · TIB Data Manager · 2024 · 1.2K citations · Full text

, , +16

BEiT: BERT Pre-Training of Image Transformers

Hangbo Bao, Dong Li · arXiv (Cornell University) · 2021 · 927 citations · Full text

, , +16

1–5 of 327

Authors

1.5K

  1. YL
    Yann LeCun

    New York University, United States

    7 publications · 386 citations

    7

    h-index

  2. SK
    Simon Kornblith

    Google (United States), United States

    5 publications · 7.8K citations

    5

    h-index

  3. MB
    Michael B. Gotway

    University of California, San Francisco, United States

    5 publications · 295 citations

    5

    h-index

  4. NH
    Neil Houlsby

    Google (United States), United States

    5 publications · 773 citations

    5

    h-index

  5. IM
    Ishan Misra

    Meta (Israel), Israel

    5 publications · 5.4K citations

    5

    h-index

1–5 of 1.5K

Institutions

421

  1. Google (United States)

    Mountain View, United States

    17 h-index

    86 publications

    50.2K citations

  2. Chinese Academy of Sciences

    Beijing, China

    11 h-index

    37 publications

    1.3K citations

  3. University of Chinese Academy of Sciences

    Beijing, China

    10 h-index

    30 publications

    1.1K citations

  4. University of Oxford

    Oxford, United Kingdom

    10 h-index

    26 publications

    3.8K citations

  5. University of Science and Technology of China

    Hefei, China

    8 h-index

    24 publications

    885 citations

  6. Meta (Israel)

    Tel Aviv, Israel

    8 h-index

    22 publications

    30.8K citations

  7. Peking University

    Beijing, China

    8 h-index

    22 publications

    1.7K citations

  8. Shanghai Jiao Tong University

    Shanghai, China

    7 h-index

    23 publications

    1.3K citations

1–8 of 421

Venues

  1. arXiv (Cornell University)

    Repository · 83 publications · 15.7K citations

    34

    h-index

  2. 17

    h-index

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

    Conference · 15 publications · 6.1K citations

    14

    h-index

  4. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 12 publications · 421 citations

    12

    h-index

  5. Medical Image Analysis

    8 publications · 1.1K citations

    8

    h-index

1–5