Image Clustering on MNIST-test

Metric: NMI (higher is better)

LeaderboardDataset

Loading chart...

Results

Submit a result

Sort:

#	Model↕	NMI▼	Extra Data	Paper	Date↕	Code
1	DynAE	0.963	No	Deep Clustering with a Dynamic Autoencoder: From...	2019-01-23	Code
2	DTI-Clustering	0.947	No	Deep Transformation-Invariant Clustering	2020-06-19	Code
3	DDC-DA	0.927	No	Deep Density-based Image Clustering	2018-12-11	Code
4	PSSC	0.919	No	Scattering Transform Based Image Clustering usin...	2020-11-23	Code
5	DDC	0.916	No	Deep Density-based Image Clustering	2018-12-11	Code
6	OURS-RC	0.915	No	Joint Unsupervised Learning of Deep Representati...	2016-04-13	Code
7	GDL	0.91	No	Graph Degree Linkage: Agglomerative Clustering o...	2012-08-25	Code
8	AE+SNNL	0.903	No	Improving k-Means Clustering Performance with Di...	2020-06-05	Code
9	N2D (UMAP)	0.882	No	N2D: (Not Too) Deep Clustering via Clustering th...	2019-08-16	Code
10	SR-K-means	0.873	No	Deep clustering: On the link between discriminat...	2018-10-09	Code
11	AGDL	0.844	No	Graph Degree Linkage: Agglomerative Clustering o...	2012-08-25	Code

#1DynAESOTA
0.963
NMI· 2019-01-23
Deep Clustering with a Dynamic Autoencoder: From Reconstruction towards Centroids Construction Code
#2DTI-Clustering
0.947
NMI· 2020-06-19
Deep Transformation-Invariant Clustering Code
#3DDC-DASOTA
0.927
NMI· 2018-12-11
Deep Density-based Image Clustering Code
#4PSSC
0.919
NMI· 2020-11-23
Scattering Transform Based Image Clustering using Projection onto Orthogonal Complement Code
#5DDC
0.916
NMI· 2018-12-11
Deep Density-based Image Clustering Code
#6OURS-RCSOTA
0.915
NMI· 2016-04-13
Joint Unsupervised Learning of Deep Representations and Image Clusters Code
#7GDLSOTA
0.91
NMI· 2012-08-25
Graph Degree Linkage: Agglomerative Clustering on a Directed Graph Code
#8AE+SNNL
0.903
NMI· 2020-06-05
Improving k-Means Clustering Performance with Disentangled Internal Representations Code
#9N2D (UMAP)
0.882
NMI· 2019-08-16
N2D: (Not Too) Deep Clustering via Clustering the Local Manifold of an Autoencoded Embedding Code
#10SR-K-means
0.873
NMI· 2018-10-09
Deep clustering: On the link between discriminative models and K-means Code
#11AGDL
0.844
NMI· 2012-08-25
Graph Degree Linkage: Agglomerative Clustering on a Directed Graph Code