Concepedia

Vision Self-supervised Learning

Vision Self-Supervised Learning is a machine learning paradigm that belongs to the broader category of self-supervised learning, distinguished by its focus on learning rich visual representations from unlabeled image or video data through automatically generated supervision signals derived from the intrinsic structure of visual inputs.

296

Publications

30.8K

Citations

1.1K

Authors

286

Institutions

Publications per year

2017–2026

280

Parents

Publications

296

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

Self-Supervised Visual Feature Learning With Deep Neural Networks: A Survey

Longlong Jing, Yingli Tian · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2020 · 1.9K citations

, , +15

An Empirical Study of Training Self-Supervised Vision Transformers

Xinlei Chen, Saining Xie, Kaiming He · 2021 IEEE/CVF International Conference on Computer Vision (ICCV) · 2021 · 1.5K citations

, , +12

ConvNeXt V2: Co-designing and Scaling ConvNets with Masked Autoencoders

Sanghyun Woo, Shoubhik Debnath, Ronghang Hu et al. · 2023 · 1.3K citations

, , +16

DINOv2: Learning Robust Visual Features without Supervision

Maxime Oquab, Timothée Darcet, Théo Moutakanni et al. · arXiv (Cornell University) · 2023 · 1K citations · Full text

, , +13

1–5 of 296

Authors

1.1K

  1. PB
    Piotr Bojanowski

    Meta (Israel), Israel

    10 publications · 7.1K citations

    10

    h-index

  2. SX
    Saining Xie

    Meta (Israel), Israel

    8 publications · 3.7K citations

    8

    h-index

  3. IM
    Ishan Misra

    Meta (Israel), Israel

    8 publications · 6.7K citations

    8

    h-index

  4. YL
    Yann LeCun

    New York University, United States

    6 publications · 667 citations

    6

    h-index

  5. IS
    In So Kweon

    Korea Advanced Institute of Science and Technology, South Korea

    5 publications · 1.5K citations

    6

    h-index

1–5 of 1.1K

Institutions

286

  1. Carnegie Mellon University

    Pittsburgh, United States

    9 h-index

    23 publications

    1.1K citations

  2. Google (United States)

    Mountain View, United States

    8 h-index

    13 publications

    2.7K citations

  3. University of Oxford

    Oxford, United Kingdom

    8 h-index

    19 publications

    1.6K citations

  4. Peking University

    Beijing, China

    7 h-index

    23 publications

    1.4K citations

  5. Meta (Israel)

    Tel Aviv, Israel

    7 h-index

    26 publications

    38.4K citations

  6. Chinese University of Hong Kong

    Hong Kong, Hong Kong

    6 h-index

    16 publications

    1.3K citations

  7. Technical University of Munich

    Munich, Germany

    6 h-index

    17 publications

    775 citations

  8. Shanghai Jiao Tong University

    Shanghai, China

    5 h-index

    9 publications

    372 citations

1–8 of 286

Venues

  1. arXiv (Cornell University)

    Repository · 95 publications · 7.1K citations

    37

    h-index

  2. 2021 IEEE/CVF International Conference on Computer Vision (ICCV)

    Conference · 10 publications · 7.1K citations

    10

    h-index

  3. IEEE Robotics and Automation Letters

    7 publications · 453 citations

    9

    h-index

  4. 7

    h-index

  5. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 5 publications · 162 citations

    6

    h-index

1–5