Image Classification on ImageNet - 1% labeled data
Metric: Top 5 Accuracy (higher is better)
Metric: Top 5 Accuracy (higher is better)
| # | Model↕ | Top 5 Accuracy▼ | Extra Data | Paper | Date↕ | Code |
|---|---|---|---|---|---|---|
| 1 | Semi-ViT (ViT-Huge) | 93.1 | No | Semi-supervised Vision Transformers at Scale | 2022-08-11 | Code |
| 2 | SimMatch + EPASS (ResNet-50) | 87.6 | No | Debiasing, calibrating, and improving Semi-super... | 2023-10-24 | Code |
| 3 | CoMatch + EPASS (ResNet-50) | 87.3 | No | Debiasing, calibrating, and improving Semi-super... | 2023-10-24 | Code |
| 4 | RELICv2 | 81.3 | No | Pushing the limits of self-supervised ResNets: C... | 2022-01-13 | Code |
| 5 | I-VNE+ (ResNet-50) | 81 | No | VNE: An Effective Method for Improving Deep Repr... | 2023-04-04 | Code |
| 6 | NNCLR (ResNet-50) | 80.7 | No | With a Little Help from My Friends: Nearest-Neig... | 2021-04-29 | Code |
| 7 | Barlow Twins (ResNet-50) | 79.2 | No | Barlow Twins: Self-Supervised Learning via Redun... | 2021-03-04 | Code |
| 8 | SwAV (ResNet-50) | 78.5 | No | Unsupervised Learning of Visual Features by Cont... | 2020-06-17 | Code |