Image Clustering on MNIST-full

Metric: Accuracy (higher is better)

LeaderboardDataset

Loading chart...

Results

Submit a result

Sort:

#	Model↕	Accuracy▼	Extra Data	Paper	Date↕	Code
1	SPC	0.992	No	Selective Pseudo-label Clustering	2021-07-22	Code
2	ADEC	0.99	No	Adversarial Deep Embedded Clustering: on a bette...	2019-09-26	-
3	N2D (UMAP)	0.987	No	N2D: (Not Too) Deep Clustering via Clustering th...	2019-08-16	Code
4	DynAE	0.987	No	Deep Clustering with a Dynamic Autoencoder: From...	2019-01-23	Code
5	DDC-DA	0.986	No	Deep Density-based Image Clustering	2018-12-11	Code
6	DEN	0.984	No	Interpretable Visualizations with Differentiatin...	2020-06-11	Code
7	DTI-Clustering	0.979	No	Deep Transformation-Invariant Clustering	2020-06-19	Code
8	DBC	0.976	No	Discriminatively Boosted Image Clustering with F...	2017-03-23	Code
9	ClusterGAN	0.973	No	-	-	-
10	EnSC	0.969	No	Oracle Based Active Set Algorithm for Scalable E...	2016-05-09	Code
11	VMM	0.967	No	The VampPrior Mixture Model	2024-02-06	Code
12	GDL	0.965	No	Graph Degree Linkage: Agglomerative Clustering o...	2012-08-25	Code
13	PSSC	0.964	No	Scattering Transform Based Image Clustering usin...	2020-11-23	Code
14	JULE-RC	0.964	No	Joint Unsupervised Learning of Deep Representati...	2016-04-13	Code

#1SPCSOTA
0.992
Accuracy· 2021-07-22
Selective Pseudo-label Clustering Code
#2ADECSOTA
0.99
Accuracy· 2019-09-26
Adversarial Deep Embedded Clustering: on a better trade-off between Feature Randomness and Feature Drift
#3N2D (UMAP)
0.987
Accuracy· 2019-08-16
N2D: (Not Too) Deep Clustering via Clustering the Local Manifold of an Autoencoded Embedding Code
#4DynAESOTA
0.987
Accuracy· 2019-01-23
Deep Clustering with a Dynamic Autoencoder: From Reconstruction towards Centroids Construction Code
#5DDC-DASOTA
0.986
Accuracy· 2018-12-11
Deep Density-based Image Clustering Code
#6DEN
0.984
Accuracy· 2020-06-11
Interpretable Visualizations with Differentiating Embedding Networks Code
#7DTI-Clustering
0.979
Accuracy· 2020-06-19
Deep Transformation-Invariant Clustering Code
#8DBCSOTA
0.976
Accuracy· 2017-03-23
Discriminatively Boosted Image Clustering with Fully Convolutional Auto-Encoders Code
#9ClusterGAN
0.973
Accuracy
No paper
#10EnSCSOTA
0.969
Accuracy· 2016-05-09
Oracle Based Active Set Algorithm for Scalable Elastic Net Subspace Clustering Code
#11VMM
0.967
Accuracy· 2024-02-06
The VampPrior Mixture Model Code
#12GDLSOTA
0.965
Accuracy· 2012-08-25
Graph Degree Linkage: Agglomerative Clustering on a Directed Graph Code
#13PSSC
0.964
Accuracy· 2020-11-23
Scattering Transform Based Image Clustering using Projection onto Orthogonal Complement Code
#14JULE-RC
0.964
Accuracy· 2016-04-13
Joint Unsupervised Learning of Deep Representations and Image Clusters Code