Metric: ARI (higher is better)
| # | Model↕ | ARI▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | TURTLE (CLIP + DINOv2) | 0.994 | No | Let Go of Your Labels with Unsupervised Transfer | 2024-06-11 | Code |
| 2 | TEMI DINO ViT-B | 0.968 | Yes | Exploring the Limits of Deep Image Clustering us... | 2023-03-31 | Code |
| 3 | TAC | 0.961 | No | Image Clustering with External Guidance | 2023-10-18 | Code |
| 4 | SPICE-BPA | 0.879 | No | The Balanced-Pairwise-Affinities Feature Transform | 2024-06-25 | Code |
| 5 | DPAC | 0.861 | No | Deep Online Probability Aggregation Clustering | 2024-07-07 | Code |
| 6 | HUME | 0.812 | No | - | - | - |
| 7 | ITAE | 0.7594 | Yes | Improving Image Clustering with Artifacts Attenu... | 2024-10-07 | - |
| 8 | TCL | 0.757 | No | Twin Contrastive Learning for Online Clustering | 2022-10-21 | Code |
| 9 | IMC-SwAV (Best) | 0.716 | No | Information Maximization Clustering via Multi-Vi... | 2021-03-12 | Code |
| 10 | SeCu | 0.693 | No | Stable Cluster Discrimination for Deep Clustering | 2023-11-24 | Code |
| 11 | IMC-SwAV (Avg+-) | 0.685 | No | Information Maximization Clustering via Multi-Vi... | 2021-03-12 | Code |
| 12 | CoHiClust | 0.474 | No | Contrastive Hierarchical Clustering | 2023-03-03 | Code |