Image Clustering on USPS

Metric: NMI (higher is better)

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#	Model↕	NMI▼	Extra Data	Paper	Date↕	Code
1	SPC	0.954	No	Selective Pseudo-label Clustering	2021-07-22	Code
2	DynAE	0.948	No	Deep Clustering with a Dynamic Autoencoder: From...	2019-01-23	Code
3	DEN	0.944	No	Interpretable Visualizations with Differentiatin...	2020-06-11	Code
4	DDC-DA	0.939	No	Deep Density-based Image Clustering	2018-12-11	Code
5	SR-K-means	0.936	No	Deep clustering: On the link between discriminat...	2018-10-09	Code
6	ClusterGAN	0.931	No	-	-	-
7	DMSC	0.929	Yes	Deep Multimodal Subspace Clustering Networks	2018-04-17	Code
8	DDC	0.918	No	Deep Density-based Image Clustering	2018-12-11	Code
9	JULE-RC	0.913	No	Joint Unsupervised Learning of Deep Representati...	2016-04-13	Code
10	N2D (UMAP)	0.901	No	N2D: (Not Too) Deep Clustering via Clustering th...	2019-08-16	Code
11	PSSC	0.898	No	Scattering Transform Based Image Clustering usin...	2020-11-23	Code
12	Tree-SNE	0.885	No	Tree-SNE: Hierarchical Clustering and Visualizat...	2020-02-13	Code
13	DTI-Clustering	0.882	No	Deep Transformation-Invariant Clustering	2020-06-19	Code
14	DnC-SC	0.8286	No	-	-	Code
15	AGDL	0.824	No	Graph Degree Linkage: Agglomerative Clustering o...	2012-08-25	Code
16	DBC	0.724	No	Discriminatively Boosted Image Clustering with F...	2017-03-23	Code

#1SPCSOTA
0.954
NMI· 2021-07-22
Selective Pseudo-label Clustering Code
#2DynAESOTA
0.948
NMI· 2019-01-23
Deep Clustering with a Dynamic Autoencoder: From Reconstruction towards Centroids Construction Code
#3DEN
0.944
NMI· 2020-06-11
Interpretable Visualizations with Differentiating Embedding Networks Code
#4DDC-DASOTA
0.939
NMI· 2018-12-11
Deep Density-based Image Clustering Code
#5SR-K-meansSOTA
0.936
NMI· 2018-10-09
Deep clustering: On the link between discriminative models and K-means Code
#6ClusterGAN
0.931
NMI
No paper
#7DMSCSOTA
0.929
NMI· Extra Data· 2018-04-17
Deep Multimodal Subspace Clustering Networks Code
#8DDC
0.918
NMI· 2018-12-11
Deep Density-based Image Clustering Code
#9JULE-RCSOTA
0.913
NMI· 2016-04-13
Joint Unsupervised Learning of Deep Representations and Image Clusters Code
#10N2D (UMAP)
0.901
NMI· 2019-08-16
N2D: (Not Too) Deep Clustering via Clustering the Local Manifold of an Autoencoded Embedding Code
#11PSSC
0.898
NMI· 2020-11-23
Scattering Transform Based Image Clustering using Projection onto Orthogonal Complement Code
#12Tree-SNE
0.885
NMI· 2020-02-13
Tree-SNE: Hierarchical Clustering and Visualization Using t-SNE Code
#13DTI-Clustering
0.882
NMI· 2020-06-19
Deep Transformation-Invariant Clustering Code
#14DnC-SC
0.8286
NMI
No paperCode
#15AGDLSOTA
0.824
NMI· 2012-08-25
Graph Degree Linkage: Agglomerative Clustering on a Directed Graph Code
#16DBC
0.724
NMI· 2017-03-23
Discriminatively Boosted Image Clustering with Fully Convolutional Auto-Encoders Code