OpenCodePapers

unsupervised-image-classification-on-cifar-20

Image ClassificationUnsupervised Image Classification
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PaperCodeAccuracyNMIARIModelNameReleaseDate
Unsupervised Image Classification with Adaptive Nearest Neighbor Selection and Cluster Ensembles74.23ICCE Ensemble + Self-Training2025-11-20
MV-MR: multi-views and multi-representations for self-supervised learning and knowledge distillation✓ Link73.2MV-MR2023-03-21
Exploring a Principled Framework for Deep Subspace Clustering✓ Link71.673.2PRO-DSC2025-03-21
Unsupervised Image Classification with Adaptive Nearest Neighbor Selection and Cluster Ensembles67.71ICCE stage-12025-11-20
ScatSimCLR: self-supervised contrastive learning with pretext task regularization for small-scale datasets✓ Link63.76ScatSimCLR2021-08-31
Breaking the Reclustering Barrier in Centroid-based Deep Clustering✓ Link56.9256.7641.15DCN+BRB2024-11-04
Loss Function Entropy Regularization for Diverse Decision Boundaries56.1LFER Ensemble2022-04-30
55.5HUME
Breaking the Reclustering Barrier in Centroid-based Deep Clustering✓ Link55.4354.8138.81IDEC+BRB2024-11-04
Stable Cluster Discrimination for Deep Clustering✓ Link55.2SeCu2023-11-24
Improving Unsupervised Image Clustering With Robust Learning✓ Link54.3RUC2020-12-21
SCAN: Learning to Classify Images without Labels✓ Link50.7SCAN2020-05-25
Breaking the Reclustering Barrier in Centroid-based Deep Clustering✓ Link50.4651.7235.05DEC+BRB2024-11-04
Unsupervised Visual Representation Learning by Online Constrained K-Means✓ Link49.7CoKe2021-05-24
Mitigating Embedding and Class Assignment Mismatch in Unsupervised Image Classification✓ Link35.3TSUC
Invariant Information Clustering for Unsupervised Image Classification and Segmentation✓ Link25.7IIC2018-07-17
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