OpenCodePapers

unsupervised-image-classification-on-cifar-10

Image ClassificationUnsupervised Image Classification
Dataset Link
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PaperCodeAccuracyAccuracyModelNameReleaseDate
Let Go of Your Labels with Unsupervised Transfer✓ Link99.5TURTLE (CLIP + DINOv2)2024-06-11
Unsupervised Image Classification with Adaptive Nearest Neighbor Selection and Cluster Ensembles99.27ICCE stage-12025-11-20
Unsupervised Image Classification with Adaptive Nearest Neighbor Selection and Cluster Ensembles99.20ICCE Ensemble + Self-Training2025-11-20
Stable Cluster Discrimination for Deep Clustering✓ Link93SeCu2023-11-24
Improving Unsupervised Image Clustering With Robust Learning✓ Link90.3RUC2020-12-21
88.4HUME
SCAN: Learning to Classify Images without Labels✓ Link88.3SCAN2020-05-25
Unsupervised Visual Representation Learning by Online Constrained K-Means✓ Link85.7CoKe2021-05-24
Mitigating Embedding and Class Assignment Mismatch in Unsupervised Image Classification✓ Link81.0TSUC
Invariant Information Clustering for Unsupervised Image Classification and Segmentation✓ Link61.7IIC2018-07-17
IPCL: Iterative Pseudo-Supervised Contrastive Learning to Improve Self-Supervised Feature Representation✓ Link88.81IPCL (ResNet18)2024-03-18
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