Methods › General › Self-Supervised Learning › DeepCluster
DeepCluster
Introduced by Mathilde Caron et al. in Deep Clustering for Unsupervised Learning of Visual Features
archive 2025-07-28 Description, source and code snippet are the archive's method entry.
DeepCluster is a self-supervision approach for learning image representations. DeepCluster iteratively groups the features with a standard clustering algorithm, k-means, and uses the subsequent assignments as supervision to update the weights of the network
Papers archive 2025-07-28
10 shown of 10, newest first. Repository counts are the archive's code-links table. A Syntology line states what Syntology ran from that paper's harvested code; it is per sample and not a correctness claim.
-
Jigsaw Game: Federated Clustering 17 Jul 2024 · 0 repositories · arXiv:2407.12764
-
The Role of Entropy and Reconstruction in Multi-View Self-Supervised Learning 20 Jul 2023 · 1 repository · arXiv:2307.10907Syntology ran 2 of 2 samples · 0 unverified · 2 pointer-only (licence)
-
DC3DCD: unsupervised learning for multiclass 3D point cloud change detection 9 May 2023 · 1 repository · arXiv:2305.05421
-
Self-supervised Learning for Clustering of Wireless Spectrum Activity 22 Sep 2022 · 1 repository · arXiv:2210.02899
-
A Deep Dive into Deep Cluster 24 Jul 2022 · 0 repositories · arXiv:2207.11839
-
Learnability and Expressiveness in Self-Supervised Learning 29 Sep 2021 · 0 repositories
-
A Linkage-based Doubly Imbalanced Graph Learning Framework for Face Clustering 6 Jul 2021 · 1 repository · arXiv:2107.02477
-
A critical analysis of self-supervision, or what we can learn from a single image 30 Apr 2019 · 2 repositories · arXiv:1904.13132Syntology ran 0 of 2 samples · 2 unverified
-
Multi-Stage Self-Supervised Learning for Graph Convolutional Networks on Graphs with Few Labels 28 Feb 2019 · 1 repository · arXiv:1902.11038Syntology ran 1 of 1 samples · 0 unverified · 1 pointer-only (licence)
-
Deep Clustering for Unsupervised Learning of Visual Features 15 Jul 2018 · 9 repositories · arXiv:1807.05520Syntology ran 5 of 7 samples · 2 unverified · 4 pointer-only (licence)
Tasks archive 2025-07-28
20 tasks the archive attaches to papers tagged with this method, by distinct papers. A task without a page in the catalog is plain text.
Usage over time archive 2025-07-28
Components: the archive holds no method-to-method composition, so PwC's Components table cannot be rebuilt; the Papers list carries no Results column for the same reason (the archive does not join its leaderboard rows to method tags).
Categories archive 2025-07-28
Report a problem or propose a change · a person checks every report against the paper or source before anything changes; decisions are listed on /corrections