Few-Shot Classification Leaderboard

miniImageNet   tieredImageNet   Fewshot-CIFAR100   CIFAR-FS


   


The goal of this page is to keep on track with the state-of-the-art (SOTA) for the few-shot classification.
Welcome to report results and revise mistakes by creating issues or pull requests.

We are trying to include all the few-shot learning papers on top-tier conferences, e.g., CVPR, NeurIPS, AAAI, etc. However, we might miss some papers as there are so many papers published. If your paper is not included, please create a pull request to add it to the tables. We will merge the pull requests asap. Thanks a lot.

Fewshot-CIFAR100 Leaderboard (5-class)

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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]

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