Metric: NMI (higher is better)
| # | Model↕ | NMI▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | DynAE | 0.963 | No | Deep Clustering with a Dynamic Autoencoder: From... | 2019-01-23 | Code |
| 2 | DTI-Clustering | 0.947 | No | Deep Transformation-Invariant Clustering | 2020-06-19 | Code |
| 3 | DDC-DA | 0.927 | No | Deep Density-based Image Clustering | 2018-12-11 | Code |
| 4 | PSSC | 0.919 | No | Scattering Transform Based Image Clustering usin... | 2020-11-23 | Code |
| 5 | DDC | 0.916 | No | Deep Density-based Image Clustering | 2018-12-11 | Code |
| 6 | OURS-RC | 0.915 | No | Joint Unsupervised Learning of Deep Representati... | 2016-04-13 | Code |
| 7 | GDL | 0.91 | No | Graph Degree Linkage: Agglomerative Clustering o... | 2012-08-25 | Code |
| 8 | AE+SNNL | 0.903 | No | Improving k-Means Clustering Performance with Di... | 2020-06-05 | Code |
| 9 | N2D (UMAP) | 0.882 | No | N2D: (Not Too) Deep Clustering via Clustering th... | 2019-08-16 | Code |
| 10 | SR-K-means | 0.873 | No | Deep clustering: On the link between discriminat... | 2018-10-09 | Code |
| 11 | AGDL | 0.844 | No | Graph Degree Linkage: Agglomerative Clustering o... | 2012-08-25 | Code |