Metric: Top 5 Accuracy (higher is better)
| # | Model↕ | Top 5 Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | SimMatch + EPASS (ResNet-50) | 92.6 | No | Debiasing, calibrating, and improving Semi-super... | 2023-10-24 | Code |
| 2 | SequenceMatch (ResNet-50) | 91.9 | No | SequenceMatch: Revisiting the design of weak-str... | 2023-10-24 | Code |
| 3 | CoMatch + EPASS (ResNet-50) | 91.5 | No | Debiasing, calibrating, and improving Semi-super... | 2023-10-24 | Code |
| 4 | I-VNE+ (ResNet-50) | 89.9 | No | VNE: An Effective Method for Improving Deep Repr... | 2023-04-04 | Code |
| 5 | NNCLR (ResNet-50) | 89.3 | No | With a Little Help from My Friends: Nearest-Neig... | 2021-04-29 | Code |
| 6 | Barlow Twins (ResNet-50) | 89.3 | No | Barlow Twins: Self-Supervised Learning via Redun... | 2021-03-04 | Code |
| 7 | UDA | 88.52 | No | Unsupervised Data Augmentation for Consistency T... | 2019-04-29 | Code |