ML Research Wiki / Benchmarks / Image Clustering / USPS

USPS

Image Clustering Benchmark

Performance Over Time

📊 Showing 15 results | 📏 Metric: NMI

Top Performing Models

Rank	Model	Paper	NMI	Date	Code
1	SPC	Selective Pseudo-label Clustering	0.98	2021-07-22	📦 Lou1sM/clustering
2	DynAE	Deep Clustering with a Dynamic Autoencoder: From Reconstruction towards Centroids Construction	0.98	2019-01-23	📦 nairouz/DynAE
3	DEN	Interpretable Visualizations with Differentiating Embedding Networks	0.98	2020-06-11	📦 isaacrob/DEN
4	DDC-DA	Deep Density-based Image Clustering	0.98	2018-12-11	📦 Yazhou-Ren/DDC
5	SR-K-means	Deep clustering: On the link between discriminative models and K-means	0.97	2018-10-09	📦 MOhammedJAbi/SoftKMeans
6	DDC	Deep Density-based Image Clustering	0.97	2018-12-11	📦 Yazhou-Ren/DDC
7	N2D (UMAP)	N2D: (Not Too) Deep Clustering via Clustering the Local Manifold of an Autoencoded Embedding	0.96	2019-08-16	📦 rymc/n2d 📦 josephsdavid/N2D 📦 shyhyawJou/N2D-Pytorch 📦 talwiener/ds_hw3 📦 talwiener/n2d
8	PSSC	Scattering Transform Based Image Clustering using Projection onto Orthogonal Complement	0.96	2020-11-23	📦 vmorgenshtern/scattering-clustering
9	DMSC 📚	Deep Multimodal Subspace Clustering Networks	0.95	2018-04-17	📦 mahdiabavisani/Deep-multimodal-subspace-clustering-networks
10	JULE-RC	Joint Unsupervised Learning of Deep Representations and Image Clusters	0.91	2016-04-13	📦 jwyang/jule.torch 📦 jwyang/JULE-Torch 📦 jwyang/joint-unsupervised-learning

All Papers (15)

Selective Pseudo-label Clustering

2021

SPC

Lou1sM/clustering

Deep Clustering with a Dynamic Autoencoder: From Reconstruction towards Centroids Construction

2019

DynAE

nairouz/DynAE

Interpretable Visualizations with Differentiating Embedding Networks

2020

DEN

isaacrob/DEN

Deep Density-based Image Clustering

2018

DDC-DA

Yazhou-Ren/DDC

Deep clustering: On the link between discriminative models and K-means

2018

SR-K-means

MOhammedJAbi/SoftKMeans

Deep Density-based Image Clustering

2018

DDC

Yazhou-Ren/DDC

N2D: (Not Too) Deep Clustering via Clustering the Local Manifold of an Autoencoded Embedding

2019

N2D (UMAP)

rymc/n2d josephsdavid/N2D

Scattering Transform Based Image Clustering using Projection onto Orthogonal Complement

2020

PSSC

vmorgenshtern/scattering-clustering

Deep Multimodal Subspace Clustering Networks

2018

DMSC

mahdiabavisani/Deep-multimodal-subspace-clustering-networks

Joint Unsupervised Learning of Deep Representations and Image Clusters

2016

JULE-RC

jwyang/jule.torch jwyang/JULE-Torch jwyang/joint-unsupervised-learning

Tree-SNE: Hierarchical Clustering and Visualization Using t-SNE

2020

Tree-SNE

isaacrob/treesne

Deep Transformation-Invariant Clustering

2020

DTI-Clustering

monniert/dti-clustering

Divide-and-conquer based Large-Scale Spectral Clustering

2021

DnC-SC

Li-Hongmin/MyPaperWithCode

Graph Degree Linkage: Agglomerative Clustering on a Directed Graph

2012

AGDL

waynezhanghk/gactoolbox waynezhanghk/gacluster

Discriminatively Boosted Image Clustering with Fully Convolutional Auto-Encoders

2017

DBC

waynezhanghk/gacluster linqinghong/Deep-Clustering-Paper

USPS

Performance Over Time

Edit Benchmark Results

Edit Result

Top Performing Models

All Papers (15)

Selective Pseudo-label Clustering

Deep Clustering with a Dynamic Autoencoder: From Reconstruction towards Centroids Construction

Interpretable Visualizations with Differentiating Embedding Networks

Deep Density-based Image Clustering

Deep clustering: On the link between discriminative models and K-means

Deep Density-based Image Clustering

N2D: (Not Too) Deep Clustering via Clustering the Local Manifold of an Autoencoded Embedding

Scattering Transform Based Image Clustering using Projection onto Orthogonal Complement

Deep Multimodal Subspace Clustering Networks

Joint Unsupervised Learning of Deep Representations and Image Clusters

Tree-SNE: Hierarchical Clustering and Visualization Using t-SNE

Deep Transformation-Invariant Clustering

Divide-and-conquer based Large-Scale Spectral Clustering

Graph Degree Linkage: Agglomerative Clustering on a Directed Graph

Discriminatively Boosted Image Clustering with Fully Convolutional Auto-Encoders

Model	Paper	NMI	Date
SPC	Selective Pseudo-label Clustering	0.98	2021-07-22
DynAE	Deep Clustering with a Dynamic Autoencoder: From …	0.98	2019-01-23
DEN	Interpretable Visualizations with Differentiating…	0.98	2020-06-11
DDC-DA	Deep Density-based Image Clustering	0.98	2018-12-11
SR-K-means	Deep clustering: On the link between discriminati…	0.97	2018-10-09
DDC	Deep Density-based Image Clustering	0.97	2018-12-11
N2D (UMAP)	N2D: (Not Too) Deep Clustering via Clustering the…	0.96	2019-08-16
PSSC	Scattering Transform Based Image Clustering using…	0.96	2020-11-23
DMSC	Deep Multimodal Subspace Clustering Networks	0.95	2018-04-17
JULE-RC	Joint Unsupervised Learning of Deep Representatio…	0.91	2016-04-13
Tree-SNE	Tree-SNE: Hierarchical Clustering and Visualizati…	0.89	2020-02-13
DTI-Clustering	Deep Transformation-Invariant Clustering	0.86	2020-06-19
DnC-SC	Divide-and-conquer based Large-Scale Spectral Clu…	0.83	2021-05-02
AGDL	Graph Degree Linkage: Agglomerative Clustering on…	0.82	2012-08-25
DBC	Discriminatively Boosted Image Clustering with Fu…	0.74	2017-03-23