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TURTLE (CLIP + DINOv2)
|
Let Go of Your Labels with Unsupervised Transfer
|
0.90
|
2024-06-11
|
|
|
PRO-DSC
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Exploring a Principled Framework for Deep Subspac…
|
0.77
|
2025-03-21
|
|
|
TEMI CLIP ViT-L (openai)
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Exploring the Limits of Deep Image Clustering usi…
|
0.74
|
2023-03-31
|
|
|
TEMI DINO ViT-B
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Exploring the Limits of Deep Image Clustering usi…
|
0.67
|
2023-03-31
|
|
|
ITAE
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Improving Image Clustering with Artifacts Attenua…
|
0.65
|
2024-10-07
|
|
|
SPICE*
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SPICE: Semantic Pseudo-labeling for Image Cluster…
|
0.58
|
2021-03-17
|
|
|
DPAC
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Deep Online Probability Aggregation Clustering
|
0.56
|
2024-07-07
|
|
|
SPICE-BPA
|
The Balanced-Pairwise-Affinities Feature Transform
|
0.55
|
2024-06-25
|
|
|
TCL
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Twin Contrastive Learning for Online Clustering
|
0.53
|
2022-10-21
|
|
|
IMC-SwAV (Best)
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Information Maximization Clustering via Multi-Vie…
|
0.52
|
2021-03-12
|
|
|
SCAN
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SCAN: Learning to Classify Images without Labels
|
0.51
|
2020-05-25
|
|
|
IMC-SwAV (Avg+-)
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Information Maximization Clustering via Multi-Vie…
|
0.49
|
2021-03-12
|
|
|
ConCURL
|
Representation Learning for Clustering via Buildi…
|
0.48
|
2021-05-04
|
|
|
SCAN (Avg)
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SCAN: Learning to Classify Images without Labels
|
0.46
|
2020-05-25
|
|
|
C3
|
C3: Cross-instance guided Contrastive Clustering
|
0.45
|
2022-11-14
|
|
|
MMDC
|
Multi-Modal Deep Clustering: Unsupervised Partiti…
|
0.45
|
2019-12-05
|
|
|
CoHiClust
|
Contrastive Hierarchical Clustering
|
0.44
|
2023-03-03
|
|
|
CC
|
Contrastive Clustering
|
0.43
|
2020-09-21
|
|
|
IDFD
|
Clustering-friendly Representation Learning via I…
|
0.43
|
2021-05-31
|
|
|
DCCM
|
Deep Comprehensive Correlation Mining for Image C…
|
0.33
|
2019-04-15
|
|
|
DeeperCluster
|
Deep Clustering for Unsupervised Learning of Visu…
|
0.19
|
2018-07-15
|
|
|
DEC
|
Unsupervised Deep Embedding for Clustering Analys…
|
0.19
|
2015-11-19
|
|
|
VAE
|
Auto-Encoding Variational Bayes
|
0.15
|
2013-12-20
|
|
|
GAN
|
Unsupervised Representation Learning with Deep Co…
|
0.15
|
2015-11-19
|
|
|
JULE
|
Joint Unsupervised Learning of Deep Representatio…
|
0.14
|
2016-04-13
|
|
|
RUC
|
Improving Unsupervised Image Clustering With Robu…
|
|
2020-12-21
|
|