Metric: Accuracy (higher is better)
| # | Model↕ | Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | TURTLE (CLIP + DINOv2) | 99.7 | No | Let Go of Your Labels with Unsupervised Transfer | 2024-06-11 | Code |
| 2 | Pre trained wide-resnet-101 | 98.18 | No | ProgressiveSpinalNet architecture for FC layers | 2021-03-21 | Code |
| 3 | EnAET | 95.48 | No | EnAET: A Self-Trained framework for Semi-Supervi... | 2019-11-21 | Code |
| 4 | HUME | 90.8 | No | - | - | - |
| 5 | MV-MR | 89.67 | No | MV-MR: multi-views and multi-representations for... | 2023-03-21 | Code |
| 6 | IIC | 88.8 | No | Invariant Information Clustering for Unsupervise... | 2018-07-17 | Code |
| 7 | CutOut | 87.26 | No | Improved Regularization of Convolutional Neural ... | 2017-08-15 | Code |
| 8 | RUC | 86.7 | No | Improving Unsupervised Image Clustering With Rob... | 2020-12-21 | Code |
| 9 | ScatSimCLR | 85.11 | No | ScatSimCLR: self-supervised contrastive learning... | 2021-08-31 | Code |
| 10 | SCAN | 80.9 | No | SCAN: Learning to Classify Images without Labels | 2020-05-25 | Code |
| 11 | TSUC | 66.5 | No | - | - | Code |
| 12 | IIC | 61 | Yes | Invariant Information Clustering for Unsupervise... | 2018-07-17 | Code |