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SotA/Computer Vision/Image Clustering/MNIST-full

Image Clustering on MNIST-full

Metric: NMI (higher is better)

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#Model↕NMI▼Extra DataPaperDate↕Code
1SPC0.975NoSelective Pseudo-label Clustering2021-07-22Code
2ADEC0.971NoAdversarial Deep Embedded Clustering: on a bette...2019-09-26-
3N2D (UMAP)0.964NoN2D: (Not Too) Deep Clustering via Clustering th...2019-08-16Code
4DynAE0.964NoDeep Clustering with a Dynamic Autoencoder: From...2019-01-23Code
5DDC-DA0.961NoDeep Density-based Image Clustering2018-12-11Code
6DEN0.956NoInterpretable Visualizations with Differentiatin...2020-06-11Code
7DTI-Clustering0.942NoDeep Transformation-Invariant Clustering2020-06-19Code
8EnSC0.941NoOracle Based Active Set Algorithm for Scalable E...2016-05-09Code
9ClusterGAN0.94No---
10DBC0.937NoDiscriminatively Boosted Image Clustering with F...2017-03-23Code
11PSSC0.921NoScattering Transform Based Image Clustering usin...2020-11-23Code
12VMM0.92NoThe VampPrior Mixture Model2024-02-06Code
13JULE-RC0.917NoJoint Unsupervised Learning of Deep Representati...2016-04-13Code
14GDL0.913NoGraph Degree Linkage: Agglomerative Clustering o...2012-08-25Code
15SR-K-means0.913NoDeep clustering: On the link between discriminat...2018-10-09Code
16Tree-SNE0.864NoTree-SNE: Hierarchical Clustering and Visualizat...2020-02-13Code