ML Research Wiki / Benchmarks / Image Clustering / Fashion-MNIST

Fashion-MNIST

Image Clustering Benchmark

Performance Over Time

📊 Showing 12 results | 📏 Metric: Accuracy

Top Performing Models

Rank	Model	Paper	Accuracy	Date	Code
1	VMM	The VampPrior Mixture Model	0.72	2024-02-06	📦 astirn/vampprior-mixture-model
2	SPC	Selective Pseudo-label Clustering	0.68	2021-07-22	📦 Lou1sM/clustering
3	N2D (UMAP)	N2D: (Not Too) Deep Clustering via Clustering the Local Manifold of an Autoencoded Embedding	0.67	2019-08-16	📦 rymc/n2d 📦 josephsdavid/N2D 📦 shyhyawJou/N2D-Pytorch 📦 talwiener/ds_hw3 📦 talwiener/n2d
4	CoHiClust	Contrastive Hierarchical Clustering	0.65	2023-03-03	📦 michalznalezniak/contrastive-hierarchical-clustering
5	DEN	Interpretable Visualizations with Differentiating Embedding Networks	0.64	2020-06-11	📦 isaacrob/DEN
6	PSSC	Scattering Transform Based Image Clustering using Projection onto Orthogonal Complement	0.63	2020-11-23	📦 vmorgenshtern/scattering-clustering
7	GDL	Graph Degree Linkage: Agglomerative Clustering on a Directed Graph	0.63	2012-08-25	📦 waynezhanghk/gactoolbox 📦 waynezhanghk/gacluster
8	DDC	Deep Density-based Image Clustering	0.62	2018-12-11	📦 Yazhou-Ren/DDC
9	DTI-Clustering	Deep Transformation-Invariant Clustering	0.61	2020-06-19	📦 monniert/dti-clustering
10	DDC-DA	Deep Density-based Image Clustering	0.61	2018-12-11	📦 Yazhou-Ren/DDC

All Papers (12)

The VampPrior Mixture Model

2024

VMM

astirn/vampprior-mixture-model

Selective Pseudo-label Clustering

2021

SPC

Lou1sM/clustering

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

2019

N2D (UMAP)

rymc/n2d josephsdavid/N2D

Contrastive Hierarchical Clustering

2023

CoHiClust

michalznalezniak/contrastive-hierarchical-clustering

Interpretable Visualizations with Differentiating Embedding Networks

2020

DEN

isaacrob/DEN

Scattering Transform Based Image Clustering using Projection onto Orthogonal Complement

2020

PSSC

vmorgenshtern/scattering-clustering

Graph Degree Linkage: Agglomerative Clustering on a Directed Graph

2012

GDL

waynezhanghk/gactoolbox waynezhanghk/gacluster

Deep Density-based Image Clustering

2018

DDC

Yazhou-Ren/DDC

Deep Transformation-Invariant Clustering

2020

DTI-Clustering

monniert/dti-clustering

Deep Density-based Image Clustering

2018

DDC-DA

Yazhou-Ren/DDC

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

2019

DynAE

nairouz/DynAE

Improving k-Means Clustering Performance with Disentangled Internal Representations

2020

SNNL-4

afagarap/pt-snnl

Fashion-MNIST

Performance Over Time

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Top Performing Models

All Papers (12)

The VampPrior Mixture Model

Selective Pseudo-label Clustering

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

Contrastive Hierarchical Clustering

Interpretable Visualizations with Differentiating Embedding Networks

Scattering Transform Based Image Clustering using Projection onto Orthogonal Complement

Graph Degree Linkage: Agglomerative Clustering on a Directed Graph

Deep Density-based Image Clustering

Deep Transformation-Invariant Clustering

Deep Density-based Image Clustering

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

Improving k-Means Clustering Performance with Disentangled Internal Representations

Model	Paper	Accuracy	Date
VMM	The VampPrior Mixture Model	0.72	2024-02-06
SPC	Selective Pseudo-label Clustering	0.68	2021-07-22
N2D (UMAP)	N2D: (Not Too) Deep Clustering via Clustering the…	0.67	2019-08-16
CoHiClust	Contrastive Hierarchical Clustering	0.65	2023-03-03
DEN	Interpretable Visualizations with Differentiating…	0.64	2020-06-11
PSSC	Scattering Transform Based Image Clustering using…	0.63	2020-11-23
GDL	Graph Degree Linkage: Agglomerative Clustering on…	0.63	2012-08-25
DDC	Deep Density-based Image Clustering	0.62	2018-12-11
DTI-Clustering	Deep Transformation-Invariant Clustering	0.61	2020-06-19
DDC-DA	Deep Density-based Image Clustering	0.61	2018-12-11
DynAE	Deep Clustering with a Dynamic Autoencoder: From …	0.59	2019-01-23
SNNL-4	Improving k-Means Clustering Performance with Dis…	0.56	2020-06-05