OpenCodePapers

image-clustering-on-mnist-full

Image Clustering
Dataset Link
Results over time
Click legend items to toggle metrics. Hover points for model names.
Leaderboard
PaperCodeNMIAccuracyModelNameReleaseDate
Selective Pseudo-label Clustering✓ Link0.9750.992SPC2021-07-22
Adversarial Deep Embedded Clustering: on a better trade-off between Feature Randomness and Feature Drift0.9710.990ADEC2019-09-26
N2D: (Not Too) Deep Clustering via Clustering the Local Manifold of an Autoencoded Embedding✓ Link0.9640.987N2D (UMAP)2019-08-16
Deep Clustering with a Dynamic Autoencoder: From Reconstruction towards Centroids Construction✓ Link0.9640.987DynAE2019-01-23
Deep Density-based Image Clustering✓ Link0.9610.986DDC-DA2018-12-11
Interpretable Visualizations with Differentiating Embedding Networks✓ Link0.9560.984DEN2020-06-11
Deep Transformation-Invariant Clustering✓ Link0.9420.979DTI-Clustering2020-06-19
Oracle Based Active Set Algorithm for Scalable Elastic Net Subspace Clustering✓ Link0.9410.969EnSC2016-05-09
Balanced Self-Paced Learning for Generative Adversarial Clustering Network0.9400.973ClusterGAN2019-06-01
Discriminatively Boosted Image Clustering with Fully Convolutional Auto-Encoders✓ Link0.9370.976DBC2017-03-23
Scattering Transform Based Image Clustering using Projection onto Orthogonal Complement✓ Link0.9210.964PSSC2020-11-23
The VampPrior Mixture Model✓ Link0.9200.967VMM2024-02-06
Joint Unsupervised Learning of Deep Representations and Image Clusters✓ Link0.9170.964JULE-RC2016-04-13
Graph Degree Linkage: Agglomerative Clustering on a Directed Graph✓ Link0.9130.965GDL2012-08-25
Deep clustering: On the link between discriminative models and K-means✓ Link0.913SR-K-means2018-10-09
Tree-SNE: Hierarchical Clustering and Visualization Using t-SNE✓ Link0.864Tree-SNE2020-02-13