Metric: Accuracy (%) (higher is better)
| # | Model↕ | Accuracy (%)▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | TURTLE (CLIP + DINOv2) | 72.9 | Yes | Let Go of Your Labels with Unsupervised Transfer | 2024-06-11 | Code |
| 2 | I-Con (Dino ViT-L) | 67.52 | No | - | - | - |
| 3 | iBOT (ViT-S/16) | 43.4 | No | iBOT: Image BERT Pre-Training with Online Tokeni... | 2021-11-15 | Code |
| 4 | Self-Classifier (ResNet-50) | 41.1 | No | Self-Supervised Classification Network | 2021-03-19 | Code |
| 5 | TWIST (ResNet-50) | 40.6 | No | Self-Supervised Learning by Estimating Twin Clas... | 2021-10-14 | Code |
| 6 | SCAN (ResNet-50) | 39.9 | No | SCAN: Learning to Classify Images without Labels | 2020-05-25 | Code |
| 7 | DeepDPM (nonparametric) | 25 | No | DeepDPM: Deep Clustering With an Unknown Number ... | 2022-03-27 | Code |