| title | layout |
|---|---|
FC100 |
leaderboard |
| Method | Venue | Year | Backbone | Setting | 1-shot | 5-shot | Code | Reported by |
|---|---|---|---|---|---|---|---|---|
| FewTURE | NeurIPS | 2022 | Swin-Tiny | Inductive | 47.68 ± 0.78 | 63.81 ± 0.75 | [PyTorch] | [Source] |
| FewTURE | NeurIPS | 2022 | ViT-Small | Inductive | 46.20 ± 0.79 | 63.14 ± 0.73 | [PyTorch] | [Source] |
| HCTransformers | CVPR | 2022 | ViT-S | Inductive | 48.27 ± 0.15 | 66.42 ± 0.16 | [PyTorch] | [Source] |
| EASY | arXiv | 2022 | 2xResNet-12(1/√2) | Transductive | 54.47 ± 0.24 | 65.82 ± 0.19 | [PyTorch] | [Source] |
| EASY | arXiv | 2022 | 3xResNet-12 | Transductive | 54.13 ± 0.24 | 66.86 ± 0.19 | [PyTorch] | [Source] |
| EASY | arXiv | 2022 | 2xResNet-12(1/√2) | Inductive | 47.94 ± 0.19 | 64.14 ± 0.19 | [PyTorch] | [Source] |
| EASY | arXiv | 2022 | 3xResNet-12 | Inductive | 48.07 ± 0.19 | 64.74 ± 0.19 | [PyTorch] | [Source] |
| MetaOptNet | CVPR | 2019 | ResNet-12 | Inductive | 41.1 ± 0.6 | 55.5 ± 0.6 | [PyTorch] | [Source] |
| MTL | CVPR | 2019 | ResNet-12 | Inductive | 45.1 ± 1.8 | 57.6 ± 0.9 | [PyTorch] | [Source] |
| MAML | ICML | 2017 | 4CONV | Inductive | 38.1 ± 1.7 | 50.4 ± 1.0 | [TensorFlow] | [Source] |
| TADAM | NeurIPS | 2018 | ResNet-12 | Inductive | 40.1 ± 0.4 | 56.1 ± 0.4 | [TensorFlow] | [Source] |
| DeepEMD | CVPR | 2020 | ResNet-12 | Inductive | 46.47 ± 0.78 | 63.22 ± 0.71 | [PyTorch] | [Source] |
| ProtoNets | NeurIPS | 2017 | ResNet-12 | Inductive | 41.54 ± 0.76 | 57.08 ± 0.76 | [PyTorch] | [Source] |
| Dhillon et al. | ICLR | 2020 | WRN-28-10 | Transductive | 43.16 ± 0.59 | 57.57 ± 0.55 | None | [Source] |
| SIB | ICLR | 2020 | WRN-28-10 | Transductive | 45.2 | 55.9 | [PyTorch] | [Source] |
| DeepEMD v2 | TPAMI | 2022 | ResNet-12 | Inductive | 46.60 ± 0.26 | 63.22 ± 0.71 | [PyTorch] | [Source] |
| E3BM | ECCV | 2020 | ResNet-12 | Inductive | 43.2 ± 0.3 | 60.2 ± 0.3 | [PyTorch] | [Source] |
| E3BM | ECCV | 2020 | WRN-28-10 | Transductive | 46.0 ± 0.6 | 57.1 ± 0.4 | [PyTorch] | [Source] |
| J. Kim et al. | ECCV | 2020 | ResNet-12 | Inductive | 42.31 ± 0.75 | 58.16 ± 0.78 | [PyTorch] | [Source] |
| Centroid | ECCV | 2020 | ResNet-18 | Inductive | 45.83 ± 0.48 | 59.74 ± 0.56 | [PyTorch] | [Source] |
| Y. Tian et al. | ECCV | 2020 | ResNet-12 | Inductive | 44.6 ± 0.7 | 60.9 ± 0.6 | [PyTorch] | [Source] |
| F. Wu et al. | ECCV | 2020 | Capsule Network | Inductive | 47.5 ± 0.9 | 59.8 ± 1.0 | None | [Source] |
| ConstellationNet | ICLR | 2021 | ResNet-12 | Inductive | 43.8 ± 0.2 | 59.7 ± 0.2 | None | [Source] |
| Rizve et al. | CVPR | 2021 | ResNet-12 | Inductive | 47.76±0.77 | 65.30±0.76 | None | [Source] |
| PLCM | ICCV | 2021 | ResNet-12 | Semi-supervised | 48.35±1.00 | 62.75±0.82 | None | [Source] |
| TPMN | ICCV | 2021 | ResNet-12 | Inductive | 46.93±0.71 | 63.26±0.74 | None | [Source] |
| Meta Navigator | ICCV | 2021 | ResNet-12 | Inductive | 46.40±0.81 | 61.33±0.71 | None | [Source] |
| MixtFSL | ICCV | 2021 | ResNet-12 | Inductive | 44.89±0.63 | 60.70±0.6 | [PyTorch] | [Source] |