Image Clustering on MNIST-full

Metric: NMI (higher is better)

LeaderboardDataset

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Results

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#	Model↕	NMI▼	Extra Data	Paper	Date↕	Code
1	SPC	0.975	No	Selective Pseudo-label Clustering	2021-07-22	Code
2	ADEC	0.971	No	Adversarial Deep Embedded Clustering: on a bette...	2019-09-26	-
3	N2D (UMAP)	0.964	No	N2D: (Not Too) Deep Clustering via Clustering th...	2019-08-16	Code
4	DynAE	0.964	No	Deep Clustering with a Dynamic Autoencoder: From...	2019-01-23	Code
5	DDC-DA	0.961	No	Deep Density-based Image Clustering	2018-12-11	Code
6	DEN	0.956	No	Interpretable Visualizations with Differentiatin...	2020-06-11	Code
7	DTI-Clustering	0.942	No	Deep Transformation-Invariant Clustering	2020-06-19	Code
8	EnSC	0.941	No	Oracle Based Active Set Algorithm for Scalable E...	2016-05-09	Code
9	ClusterGAN	0.94	No	-	-	-
10	DBC	0.937	No	Discriminatively Boosted Image Clustering with F...	2017-03-23	Code
11	PSSC	0.921	No	Scattering Transform Based Image Clustering usin...	2020-11-23	Code
12	VMM	0.92	No	The VampPrior Mixture Model	2024-02-06	Code
13	JULE-RC	0.917	No	Joint Unsupervised Learning of Deep Representati...	2016-04-13	Code
14	GDL	0.913	No	Graph Degree Linkage: Agglomerative Clustering o...	2012-08-25	Code
15	SR-K-means	0.913	No	Deep clustering: On the link between discriminat...	2018-10-09	Code
16	Tree-SNE	0.864	No	Tree-SNE: Hierarchical Clustering and Visualizat...	2020-02-13	Code

#1SPCSOTA
0.975
NMI· 2021-07-22
Selective Pseudo-label Clustering Code
#2ADECSOTA
0.971
NMI· 2019-09-26
Adversarial Deep Embedded Clustering: on a better trade-off between Feature Randomness and Feature Drift
#3N2D (UMAP)
0.964
NMI· 2019-08-16
N2D: (Not Too) Deep Clustering via Clustering the Local Manifold of an Autoencoded Embedding Code
#4DynAESOTA
0.964
NMI· 2019-01-23
Deep Clustering with a Dynamic Autoencoder: From Reconstruction towards Centroids Construction Code
#5DDC-DASOTA
0.961
NMI· 2018-12-11
Deep Density-based Image Clustering Code
#6DEN
0.956
NMI· 2020-06-11
Interpretable Visualizations with Differentiating Embedding Networks Code
#7DTI-Clustering
0.942
NMI· 2020-06-19
Deep Transformation-Invariant Clustering Code
#8EnSCSOTA
0.941
NMI· 2016-05-09
Oracle Based Active Set Algorithm for Scalable Elastic Net Subspace Clustering Code
#9ClusterGAN
0.94
NMI
No paper
#10DBC
0.937
NMI· 2017-03-23
Discriminatively Boosted Image Clustering with Fully Convolutional Auto-Encoders Code
#11PSSC
0.921
NMI· 2020-11-23
Scattering Transform Based Image Clustering using Projection onto Orthogonal Complement Code
#12VMM
0.92
NMI· 2024-02-06
The VampPrior Mixture Model Code
#13JULE-RCSOTA
0.917
NMI· 2016-04-13
Joint Unsupervised Learning of Deep Representations and Image Clusters Code
#14GDLSOTA
0.913
NMI· 2012-08-25
Graph Degree Linkage: Agglomerative Clustering on a Directed Graph Code
#15SR-K-means
0.913
NMI· 2018-10-09
Deep clustering: On the link between discriminative models and K-means Code
#16Tree-SNE
0.864
NMI· 2020-02-13
Tree-SNE: Hierarchical Clustering and Visualization Using t-SNE Code