title | layout |
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FC100 |
leaderboard |
Method | Venue | Year | Backbone | Setting | 1-shot | 5-shot | Code | Reported by |
---|---|---|---|---|---|---|---|---|
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 | arXiv | 2020 | 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] |