Image Classification on CIFAR-20

Metric: Accuracy (higher is better)

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#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	MV-MR	73.2	No	MV-MR: multi-views and multi-representations for...	2023-03-21	Code
2	PRO-DSC	71.6	Yes	Exploring a Principled Framework for Deep Subspa...	2025-03-21	Code
3	ScatSimCLR	63.76	No	ScatSimCLR: self-supervised contrastive learning...	2021-08-31	Code
4	DCN+BRB	56.92	No	Breaking the Reclustering Barrier in Centroid-ba...	2024-11-04	Code
5	LFER Ensemble	56.1	No	Loss Function Entropy Regularization for Diverse...	2022-04-30	-
6	HUME	55.5	No	-	-	-
7	IDEC+BRB	55.43	No	Breaking the Reclustering Barrier in Centroid-ba...	2024-11-04	Code
8	SeCu	55.2	No	Stable Cluster Discrimination for Deep Clustering	2023-11-24	Code
9	RUC	54.3	No	Improving Unsupervised Image Clustering With Rob...	2020-12-21	Code
10	SCAN	50.7	No	SCAN: Learning to Classify Images without Labels	2020-05-25	Code
11	DEC+BRB	50.46	No	Breaking the Reclustering Barrier in Centroid-ba...	2024-11-04	Code
12	CoKe	49.7	No	Unsupervised Visual Representation Learning by O...	2021-05-24	Code
13	TSUC	35.3	No	-	-	Code
14	IIC	25.7	No	Invariant Information Clustering for Unsupervise...	2018-07-17	Code

#1MV-MRSOTA
73.2
Accuracy· 2023-03-21
MV-MR: multi-views and multi-representations for self-supervised learning and knowledge distillation Code
#2PRO-DSC
71.6
Accuracy· Extra Data· 2025-03-21
Exploring a Principled Framework for Deep Subspace Clustering Code
#3ScatSimCLRSOTA
63.76
Accuracy· 2021-08-31
ScatSimCLR: self-supervised contrastive learning with pretext task regularization for small-scale datasets Code
#4DCN+BRB
56.92
Accuracy· 2024-11-04
Breaking the Reclustering Barrier in Centroid-based Deep Clustering Code
#5LFER Ensemble
56.1
Accuracy· 2022-04-30
Loss Function Entropy Regularization for Diverse Decision Boundaries
#6HUME
55.5
Accuracy
No paper
#7IDEC+BRB
55.43
Accuracy· 2024-11-04
Breaking the Reclustering Barrier in Centroid-based Deep Clustering Code
#8SeCu
55.2
Accuracy· 2023-11-24
Stable Cluster Discrimination for Deep Clustering Code
#9RUCSOTA
54.3
Accuracy· 2020-12-21
Improving Unsupervised Image Clustering With Robust Learning Code
#10SCANSOTA
50.7
Accuracy· 2020-05-25
SCAN: Learning to Classify Images without Labels Code
#11DEC+BRB
50.46
Accuracy· 2024-11-04
Breaking the Reclustering Barrier in Centroid-based Deep Clustering Code
#12CoKe
49.7
Accuracy· 2021-05-24
Unsupervised Visual Representation Learning by Online Constrained K-Means Code
#13TSUC
35.3
Accuracy
No paperCode
#14IICSOTA
25.7
Accuracy· 2018-07-17
Invariant Information Clustering for Unsupervised Image Classification and Segmentation Code