Image Clustering on MNIST-full

16개 결과 · ⬇ CSV · JSON

NMI

Rank	Model	NMI	Accuracy	Paper	Code	Year
1	SPC	0.975	0.992	Selective Pseudo-label Clustering	Lou1sM/clustering	2021
2	ADEC	0.971	0.990	Adversarial Deep Embedded Clustering: on a better trade-off between Feature Randomness and Feature Drift		2019
3	N2D (UMAP)	0.964	0.987	N2D: (Not Too) Deep Clustering via Clustering the Local Manifold of an Autoencoded Embedding	rymc/n2d · josephsdavid/N2D · shyhyawJou/N2D-Pytorch · +2	2019
3	DynAE	0.964	0.987	Deep Clustering with a Dynamic Autoencoder: From Reconstruction towards Centroids Construction	nairouz/DynAE	2019
5	DDC-DA	0.961	0.986	Deep Density-based Image Clustering	Yazhou-Ren/DDC	2018
6	DEN	0.956	0.984	Interpretable Visualizations with Differentiating Embedding Networks	isaacrob/DEN	2020
7	DTI-Clustering	0.942	0.979	Deep Transformation-Invariant Clustering	monniert/dti-clustering	2020
8	EnSC	0.941	0.969	Oracle Based Active Set Algorithm for Scalable Elastic Net Subspace Clustering	ChongYou/subspace-clustering	2016
9	ClusterGAN	0.940	0.973	Balanced Self-Paced Learning for Generative Adversarial Clustering Network		2019
10	DBC	0.937	0.976	Discriminatively Boosted Image Clustering with Fully Convolutional Auto-Encoders	waynezhanghk/gacluster · linqinghong/Deep-Clustering-Paper	2017
11	PSSC	0.921	0.964	Scattering Transform Based Image Clustering using Projection onto Orthogonal Complement	vmorgenshtern/scattering-clustering	2020
12	VMM	0.920	0.967	The VampPrior Mixture Model	astirn/vampprior-mixture-model	2024
13	JULE-RC	0.917	0.964	Joint Unsupervised Learning of Deep Representations and Image Clusters	jwyang/jule.torch · jwyang/JULE-Torch · jwyang/joint-unsupervised-learning	2016
14	GDL	0.913	0.965	Graph Degree Linkage: Agglomerative Clustering on a Directed Graph	waynezhanghk/gactoolbox · waynezhanghk/gacluster	2012
14	SR-K-means	0.913	–	Deep clustering: On the link between discriminative models and K-means	MOhammedJAbi/SoftKMeans	2018
16	Tree-SNE	0.864	–	Tree-SNE: Hierarchical Clustering and Visualization Using t-SNE	isaacrob/treesne	2020