Metric: Accuracy (higher is better)
| # | Model↕ | Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | efficient adaptive ensembling | 99.612 | Yes | Efficient Adaptive Ensembling for Image Classifi... | 2022-06-15 | - |
| 2 | TURTLE (CLIP + DINOv2) | 99.5 | No | Let Go of Your Labels with Unsupervised Transfer | 2024-06-11 | Code |
| 3 | SeCu | 93 | No | Stable Cluster Discrimination for Deep Clustering | 2023-11-24 | Code |
| 4 | RUC | 90.3 | No | Improving Unsupervised Image Clustering With Rob... | 2020-12-21 | Code |
| 5 | HUME | 88.4 | No | - | - | - |
| 6 | SCAN | 88.3 | No | SCAN: Learning to Classify Images without Labels | 2020-05-25 | Code |
| 7 | CoKe | 85.7 | No | Unsupervised Visual Representation Learning by O... | 2021-05-24 | Code |
| 8 | TSUC | 81 | Yes | - | - | Code |
| 9 | IIC | 61.7 | Yes | Invariant Information Clustering for Unsupervise... | 2018-07-17 | Code |