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FC100
leaderboard

Fewshot-CIFAR100 Leaderboard (5-class)

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]