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SotA/Computer Vision/Image Clustering/USPS

Image Clustering on USPS

Metric: NMI (higher is better)

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Results

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#Model↕NMI▼Extra DataPaperDate↕Code
1SPC0.954NoSelective Pseudo-label Clustering2021-07-22Code
2DynAE0.948NoDeep Clustering with a Dynamic Autoencoder: From...2019-01-23Code
3DEN0.944NoInterpretable Visualizations with Differentiatin...2020-06-11Code
4DDC-DA0.939NoDeep Density-based Image Clustering2018-12-11Code
5SR-K-means0.936NoDeep clustering: On the link between discriminat...2018-10-09Code
6ClusterGAN0.931No---
7DMSC0.929YesDeep Multimodal Subspace Clustering Networks2018-04-17Code
8DDC0.918NoDeep Density-based Image Clustering2018-12-11Code
9JULE-RC0.913NoJoint Unsupervised Learning of Deep Representati...2016-04-13Code
10N2D (UMAP)0.901NoN2D: (Not Too) Deep Clustering via Clustering th...2019-08-16Code
11PSSC0.898NoScattering Transform Based Image Clustering usin...2020-11-23Code
12Tree-SNE0.885NoTree-SNE: Hierarchical Clustering and Visualizat...2020-02-13Code
13DTI-Clustering0.882NoDeep Transformation-Invariant Clustering2020-06-19Code
14DnC-SC0.8286No--Code
15AGDL0.824NoGraph Degree Linkage: Agglomerative Clustering o...2012-08-25Code
16DBC0.724NoDiscriminatively Boosted Image Clustering with F...2017-03-23Code