Concepedia

Clustering-based Self-supervision

Clustering-Based Self-Supervision is a self-supervised learning paradigm that belongs to the category of pretext task frameworks, distinguished by its use of unsupervised clustering to generate supervisory signals by assigning pseudo-labels to data instances based on learned feature space groupings.

11

Publications

453

Citations

41

Authors

20

Institutions

Publications per year

2017–2026

10

Parents

Publications

11

SPICE: Semantic Pseudo-Labeling for Image Clustering

Chuang Niu, Hongming Shan, Ge Wang · IEEE Transactions on Image Processing · 2022 · 176 citations · Full text

, , +16

Labelling unlabelled videos from scratch with multi-modal self-supervision

Yuki M. Asano, Mandela Patrick, Christian Rupprecht et al. · arXiv (Cornell University) · 2020 · 71 citations · Full text

, , +13

Analysis of training data using clustering to improve semi-supervised self-training

N. Piroonsup, Sukree Sinthupinyo · Knowledge-Based Systems · 2017 · 42 citations

, , +12

New Intent Discovery with Pre-training and Contrastive Learning

Yuwei Zhang, Haode Zhang, Li-Ming Zhan et al. · Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers) · 2022 · 41 citations · Full text

, , +14

Unsupervised learning clustering and self-organized agents applied to help network management

Luiz F. Carvalho, Sylvio Barbon, Leonardo de Souza Mendes et al. · Expert Systems with Applications · 2016 · 32 citations

, , +14

1–5 of 11

Authors

41

  1. CR
    Christian Rupprecht

    University of Oxford, United Kingdom

    2 publications · 87 citations

    2

    h-index

  2. YM
    Yuki M. Asano

    University of Oxford, United Kingdom

    2 publications · 87 citations

    2

    h-index

  3. AV
    Andrea Vedaldi

    University of Oxford, United Kingdom

    2 publications · 87 citations

    2

    h-index

  4. MP
    Mandela Patrick

    University of Oxford, United Kingdom

    2 publications · 87 citations

    2

    h-index

  5. ML
    Ming Li

    Duke Kunshan University, China

    1 publications · 19 citations

    1

    h-index

1–5 of 41

Institutions

20

  1. Ministry of Education of the People's Republic of China

    Beijing, China

    1 h-index

    1 publications

    19 citations

  2. Duke Kunshan University

    Kunshan, China

    1 h-index

    1 publications

    19 citations

  3. State Key Laboratory of Software Development Environment

    Beijing, China

    1 h-index

    7 publications

    77 citations

  4. Universidade Estadual de Campinas (UNICAMP)

    Campinas, Brazil

    1 h-index

    1 publications

    32 citations

  5. University of California San Diego

    San Diego, United States

    1 h-index

    3 publications

    123 citations

  6. Chulalongkorn University

    Bangkok, Thailand

    1 h-index

    2 publications

    84 citations

  7. Fano Labs (China)

    Hong Kong, China

    1 h-index

    1 publications

    41 citations

  8. University of Windsor

    Windsor, Canada

    1 h-index

    1 publications

    15 citations

1–8 of 20

Venues

  1. arXiv (Cornell University)

    Repository · 2 publications · 82 citations

    2

    h-index

  2. 1

    h-index

  3. Oxford University Research Archive (ORA) (University of Oxford)

    Repository · 1 publications · 16 citations

    1

    h-index

  4. Knowledge-Based Systems

    1 publications · 42 citations

    1

    h-index

  5. IEEE Transactions on Knowledge and Data Engineering

    TKDE · 1 publications · 15 citations

    1

    h-index

1–5