| title | layout |
|---|---|
CIFAR-FS |
leaderboard |
| Method | Venue | Year | Backbone | Setting | 1-shot | 5-shot | Code | Reported by |
|---|---|---|---|---|---|---|---|---|
| MetaOptNet | CVPR | 2019 | ResNet-12 | Inductive | 72.0 ± 0.7 | 84.2 ± 0.5 | [PyTorch] | [Source] |
| Dhillon et al. | ICLR | 2020 | WRN-28-10 | Transductive | 76.58 ± 0.68 | 85.79 ± 0.50 | None | [Source] |
| SIB | ICLR | 2020 | WRN-28-10 | Transductive | 80.0 ± 0.6 | 85.3 ± 0.4 | [PyTorch] | [Source] |
| SIB | ICLR | 2020 | 4CONV | Transductive | 68.7 ± 0.6 | 77.1 ± 0.4 | [PyTorch] | [Source] |
| Ravichandran et al. | ICCV | 2019 | 4CONV | Inductive | 55.14 ± 0.48 | 71.66 ± 0.39 | None | [Source] |
| Ravichandran et al. | ICCV | 2019 | ResNet-12 | Inductive | 69.15 | 84.70 | None | [Source] |
| TEAM | ICCV | 2019 | ResNet-12 | Transductive | 70.43 | 81.25 | None | [Source] |
| TEAM | ICCV | 2019 | 4CONV | Transductive | 64.07 | 79.05 | None | [Source] |
| CC+rot | ICCV | 2019 | WRN-28-10 | Inductive | 75.38 ± 0.31 | 87.25 ± 0.21 | [PyTorch] | [Source] |
| DSN-MR | CVPR | 2020 | ResNet-12 | Inductive | 75.6 ± 0.9 | 86.2 ± 0.6 | [PyTorch] | [Source] |
| DPGN | CVPR | 2020 | ResNet-12 | Transductive | 77.9 ± 0.5 | 90.2 ± 0.4 | [PyTorch] | [Source] |
| DPGN | CVPR | 2020 | 4CONV | Transductive | 76.4 ± 0.5 | 88.4 ± 0.4 | [PyTorch] | [Source] |
| LR+ICI | CVPR | 2020 | ResNet-12 | Transductive | 73.97 | 84.13 | [PyTorch] | [Source] |
| LR+ICI | CVPR | 2020 | ResNet-12 | Semi-supervised | 76.51 | 84.32 | [PyTorch] | [Source] |
| J. Kim et al. | ECCV | 2020 | ResNet-12 | Inductive | 73.51 ± 0.92 | 85.65 ± 0.65 | [PyTorch] | [Source] |
| Y. Tian et al. | ECCV | 2020 | ResNet-12 | Inductive | 73.9 ± 0.8 | 86.9 ± 0.5 | [PyTorch] | [Source] |
| LR+ICI v2 | arXiv | 2020 | ResNet-12 | Semi-supervised | 78.02 ± 1.14 | 85.97 ± 0.71 | [PyTorch] | [Source] |
| LR+ICI v2 | arXiv | 2020 | ResNet-12 | Transductive | 75.46 ± 1.16 | 84.50 ± 0.72 | [PyTorch] | [Source] |