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Image Clustering
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CIFAR-100
Image Clustering on CIFAR-100
Metric: NMI (higher is better)
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Date (oldest first)
Model name (A→Z)
#
Model
↕
NMI
▼
Extra Data
Paper
Date
↕
Code
1
TURTLE (CLIP + DINOv2)
0.915
No
Let Go of Your Labels with Unsupervised Transfer
2024-06-11
Code
2
PRCut (DinoV2)
0.856
No
-
-
Code
3
PRO-DSC
0.824
Yes
Exploring a Principled Framework for Deep Subspa...
2025-03-21
Code
4
TEMI CLIP ViT-L (openai)
0.799
Yes
Exploring the Limits of Deep Image Clustering us...
2023-03-31
Code
5
ITAE
0.771
Yes
Improving Image Clustering with Artifacts Attenu...
2024-10-07
-
6
TEMI DINO ViT-B
0.769
Yes
Exploring the Limits of Deep Image Clustering us...
2023-03-31
Code
7
SPICE*
0.583
No
SPICE: Semantic Pseudo-labeling for Image Cluste...
2021-03-17
Code
8
SPICE-BPA
0.56
No
The Balanced-Pairwise-Affinities Feature Transform
2024-06-25
Code
9
DPAC
0.542
No
Deep Online Probability Aggregation Clustering
2024-07-07
Code
10
TCL
0.529
No
Twin Contrastive Learning for Online Clustering
2022-10-21
Code
11
IMC-SwAV (Best)
0.527
No
Information Maximization Clustering via Multi-Vi...
2021-03-12
Code
12
IMC-SwAV (Avg+-)
0.503
No
Information Maximization Clustering via Multi-Vi...
2021-03-12
Code
13
SCAN
0.486
No
SCAN: Learning to Classify Images without Labels
2020-05-25
Code
14
ConCURL
0.468
No
Representation Learning for Clustering via Build...
2021-05-04
Code
15
SCAN (Avg)
0.468
No
SCAN: Learning to Classify Images without Labels
2020-05-25
Code
16
CoHiClust
0.467
No
Contrastive Hierarchical Clustering
2023-03-03
Code
17
C3
0.434
No
C3: Cross-instance guided Contrastive Clustering
2022-11-14
Code
18
CC
0.431
No
Contrastive Clustering
2020-09-21
Code
19
IDFD
0.426
No
Clustering-friendly Representation Learning via ...
2021-05-31
Code
20
MMDC
0.418
No
Multi-Modal Deep Clustering: Unsupervised Partit...
2019-12-05
Code
21
DCCM
0.285
Yes
Deep Comprehensive Correlation Mining for Image ...
2019-04-15
Code
22
DAC
0.185
Yes
-
-
Code
23
DEC
0.136
Yes
Unsupervised Deep Embedding for Clustering Analy...
2015-11-19
Code
24
GAN
0.12
Yes
Unsupervised Representation Learning with Deep C...
2015-11-19
Code
25
VAE
0.108
Yes
Auto-Encoding Variational Bayes
2013-12-20
Code
26
JULE
0.103
Yes
Joint Unsupervised Learning of Deep Representati...
2016-04-13
Code
#1
TURTLE (CLIP + DINOv2)
SOTA
0.915
NMI
· 2024-06-11
Let Go of Your Labels with Unsupervised Transfer
Code
#2
PRCut (DinoV2)
0.856
NMI
No paper
Code
#3
PRO-DSC
0.824
NMI
· Extra Data
· 2025-03-21
Exploring a Principled Framework for Deep Subspace Clustering
Code
#4
TEMI CLIP ViT-L (openai)
SOTA
0.799
NMI
· Extra Data
· 2023-03-31
Exploring the Limits of Deep Image Clustering using Pretrained Models
Code
#5
ITAE
0.771
NMI
· Extra Data
· 2024-10-07
Improving Image Clustering with Artifacts Attenuation via Inference-Time Attention Engineering
#6
TEMI DINO ViT-B
0.769
NMI
· Extra Data
· 2023-03-31
Exploring the Limits of Deep Image Clustering using Pretrained Models
Code
#7
SPICE*
SOTA
0.583
NMI
· 2021-03-17
SPICE: Semantic Pseudo-labeling for Image Clustering
Code
#8
SPICE-BPA
0.56
NMI
· 2024-06-25
The Balanced-Pairwise-Affinities Feature Transform
Code
#9
DPAC
0.542
NMI
· 2024-07-07
Deep Online Probability Aggregation Clustering
Code
#10
TCL
0.529
NMI
· 2022-10-21
Twin Contrastive Learning for Online Clustering
Code
#11
IMC-SwAV (Best)
SOTA
0.527
NMI
· 2021-03-12
Information Maximization Clustering via Multi-View Self-Labelling
Code
#12
IMC-SwAV (Avg+-)
0.503
NMI
· 2021-03-12
Information Maximization Clustering via Multi-View Self-Labelling
Code
#13
SCAN
SOTA
0.486
NMI
· 2020-05-25
SCAN: Learning to Classify Images without Labels
Code
#14
ConCURL
0.468
NMI
· 2021-05-04
Representation Learning for Clustering via Building Consensus
Code
#15
SCAN (Avg)
0.468
NMI
· 2020-05-25
SCAN: Learning to Classify Images without Labels
Code
#16
CoHiClust
0.467
NMI
· 2023-03-03
Contrastive Hierarchical Clustering
Code
#17
C3
0.434
NMI
· 2022-11-14
C3: Cross-instance guided Contrastive Clustering
Code
#18
CC
0.431
NMI
· 2020-09-21
Contrastive Clustering
Code
#19
IDFD
0.426
NMI
· 2021-05-31
Clustering-friendly Representation Learning via Instance Discrimination and Feature Decorrelation
Code
#20
MMDC
SOTA
0.418
NMI
· 2019-12-05
Multi-Modal Deep Clustering: Unsupervised Partitioning of Images
Code
#21
DCCM
SOTA
0.285
NMI
· Extra Data
· 2019-04-15
Deep Comprehensive Correlation Mining for Image Clustering
Code
#22
DAC
0.185
NMI
· Extra Data
No paper
Code
#23
DEC
SOTA
0.136
NMI
· Extra Data
· 2015-11-19
Unsupervised Deep Embedding for Clustering Analysis
Code
#24
GAN
0.12
NMI
· Extra Data
· 2015-11-19
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks
Code
#25
VAE
SOTA
0.108
NMI
· Extra Data
· 2013-12-20
Auto-Encoding Variational Bayes
Code
#26
JULE
0.103
NMI
· Extra Data
· 2016-04-13
Joint Unsupervised Learning of Deep Representations and Image Clusters
Code