Self-supervised Representation Learning

Self-Supervised Representation Learning is a machine learning framework that belongs to the class of representation learning methods, distinguished by its ability to generate supervisory signals from raw data without human-labeled annotations, thereby enabling the acquisition of meaningful feature representations through pretext tasks designed on the intrinsic structure of the input data.

1.2K

Publications

104.4K

Citations

4.4K

Authors

912

Institutions

Publications per year

2017–2026

1.1K

Parents

Marine Robot PerceptionSelf-supervised Robot LearningSingle-cell ClusteringSingle-cell Multi-omics IntegrationVehicle Perception

Publications

1.2K

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

Computing, Computer Science, Computer Vision +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

Computing, Computer Science, Computer Vision +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

Computing, Computer Science, Artificial Intelligence +16

In-Kernel Aggregation and Broadcast Acceleration for Distributed Communication

arXiv (Cornell University) · 2020 · 2.4K citations · Full text

Computing, Computer Science, Computational Linguistics +16

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

Computing, Computer Science, Computer Vision +15

1–5 of 1.2K

Authors

4.4K

HL
Hung-yi Lee
National Taiwan University, Taiwan
13 publications · 1.4K citations
13
h-index
IS
In So Kweon
Korea Advanced Institute of Science and Technology, South Korea
12 publications · 2.1K citations
12
h-index
AZ
Andrew Zisserman
University of Oxford, United Kingdom
11 publications · 982 citations
11
h-index
AB
Alexei Baevski
Meta (Israel), Israel
10 publications · 1.6K citations
10
h-index
YL
Yann LeCun
New York University, United States
10 publications · 858 citations
10
h-index

1–5 of 4.4K

Institutions

912

1–8 of 912

Venues

arXiv (Cornell University)
Repository · 265 publications · 28.1K citations
61
h-index
2021 IEEE/CVF International Conference on Computer Vision (ICCV)
Conference · 33 publications · 7.2K citations
26
h-index
2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
Conference · 34 publications · 2.8K citations
23
h-index
Proceedings of the AAAI Conference on Artificial Intelligence
Conference · 34 publications · 2K citations
22
h-index
ICASSP 2022 - 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)
Conference · 16 publications · 544 citations
14
h-index

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