Metric: Accuracy (higher is better)
| # | Model↕ | Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | PRCut (DinoV2) | 0.791 | No | - | - | Code |
| 2 | VMM | 0.716 | No | The VampPrior Mixture Model | 2024-02-06 | Code |
| 3 | SPC | 0.679 | No | Selective Pseudo-label Clustering | 2021-07-22 | Code |
| 4 | N2D (UMAP) | 0.672 | No | N2D: (Not Too) Deep Clustering via Clustering th... | 2019-08-16 | Code |
| 5 | CoHiClust | 0.65 | No | Contrastive Hierarchical Clustering | 2023-03-03 | Code |
| 6 | DEN | 0.635 | No | Interpretable Visualizations with Differentiatin... | 2020-06-11 | Code |
| 7 | PSSC | 0.628 | No | Scattering Transform Based Image Clustering usin... | 2020-11-23 | Code |
| 8 | GDL | 0.627 | No | Graph Degree Linkage: Agglomerative Clustering o... | 2012-08-25 | Code |
| 9 | DDC | 0.619 | No | Deep Density-based Image Clustering | 2018-12-11 | Code |
| 10 | DTI-Clustering | 0.612 | No | Deep Transformation-Invariant Clustering | 2020-06-19 | Code |
| 11 | DDC-DA | 0.609 | No | Deep Density-based Image Clustering | 2018-12-11 | Code |
| 12 | DynAE | 0.591 | No | Deep Clustering with a Dynamic Autoencoder: From... | 2019-01-23 | Code |
| 13 | SNNL-4 | 0.555 | No | Improving k-Means Clustering Performance with Di... | 2020-06-05 | Code |