OpenCodePapers
image-clustering-on-imagenet-10
Image Clustering
Results over time
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Paper
Code
NMI
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Accuracy
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ARI
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Backbone
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Image Size
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ModelName
ReleaseDate
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Image Clustering with External Guidance
✓ Link
0.985
0.992
TAC
2023-10-18
SPICE: Semantic Pseudo-labeling for Image Clustering
✓ Link
0.927
0.969
0.933
ResNet-34
SPICE
2021-03-17
Deep Online Probability Aggregation Clustering
✓ Link
0.925
0.97
0.935
ResNet-34
DPAC
2024-07-07
Learning Representation for Clustering via Prototype Scattering and Positive Sampling
✓ Link
0.908
0.962
0.918
ResNet-34
224
ProPos*
2021-11-23
Representation Learning for Clustering via Building Consensus
✓ Link
0.907
0.958
0.909
ConCURL
2021-05-04
Contrastive Hierarchical Clustering
✓ Link
0.907
0.953
0.899
ResNet-50
CoHiClust
2023-03-03
C3: Cross-instance guided Contrastive Clustering
✓ Link
0.905
0.942
0.861
C3
2022-11-14
Clustering-friendly Representation Learning via Instance Discrimination and Feature Decorrelation
✓ Link
0.898
0.954
0.901
96
IDFD
2021-05-31
Learning Representation for Clustering via Prototype Scattering and Positive Sampling
✓ Link
0.896
0.956
0.906
ResNet-34
96
ProPos
2021-11-23
Twin Contrastive Learning for Online Clustering
✓ Link
0.875
0.895
0.837
TCL
2022-10-21
Contrastive Clustering
✓ Link
0.859
0.893
0.822
224
CC
2020-09-21
Multi-Modal Deep Clustering: Unsupervised Partitioning of Images
✓ Link
0.719
0.811
MMDC
2019-12-05
Deep Comprehensive Correlation Mining for Image Clustering
✓ Link
0.608
0.71
DCCM
2019-04-15
Deep Adaptive Image Clustering
✓ Link
0.394
0.527
DAC
2017-10-01
Unsupervised Deep Embedding for Clustering Analysis
✓ Link
0.282
0.381
DEC
2015-11-19
Unsupervised Representation Learning with Deep Convolutional Generative Adversarial Networks
✓ Link
0.225
0.346
GAN
2015-11-19
Auto-Encoding Variational Bayes
✓ Link
0.193
0.334
VAE
2013-12-20
Joint Unsupervised Learning of Deep Representations and Image Clusters
✓ Link
0.175
0.300
JULE
2016-04-13