OpenCodePapers
unsupervised-image-classification-on-cifar-20
Image Classification
Unsupervised Image Classification
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Paper
Code
Accuracy
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NMI
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ARI
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ModelName
ReleaseDate
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MV-MR: multi-views and multi-representations for self-supervised learning and knowledge distillation
✓ Link
73.2
MV-MR
2023-03-21
Exploring a Principled Framework for Deep Subspace Clustering
✓ Link
71.6
73.2
PRO-DSC
2025-03-21
ScatSimCLR: self-supervised contrastive learning with pretext task regularization for small-scale datasets
✓ Link
63.76
ScatSimCLR
2021-08-31
Breaking the Reclustering Barrier in Centroid-based Deep Clustering
✓ Link
56.92
56.76
41.15
DCN+BRB
2024-11-04
Loss Function Entropy Regularization for Diverse Decision Boundaries
56.1
LFER Ensemble
2022-04-30
[]()
55.5
HUME
Breaking the Reclustering Barrier in Centroid-based Deep Clustering
✓ Link
55.43
54.81
38.81
IDEC+BRB
2024-11-04
Stable Cluster Discrimination for Deep Clustering
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55.2
SeCu
2023-11-24
Improving Unsupervised Image Clustering With Robust Learning
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54.3
RUC
2020-12-21
SCAN: Learning to Classify Images without Labels
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50.7
SCAN
2020-05-25
Breaking the Reclustering Barrier in Centroid-based Deep Clustering
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50.46
51.72
35.05
DEC+BRB
2024-11-04
Unsupervised Visual Representation Learning by Online Constrained K-Means
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49.7
CoKe
2021-05-24
Mitigating Embedding and Class Assignment Mismatch in Unsupervised Image Classification
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35.3
TSUC
Invariant Information Clustering for Unsupervised Image Classification and Segmentation
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25.7
IIC
2018-07-17