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.

CIFAR-FS 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 77.76 ± 0.81 88.90 ± 0.59 [PyTorch] [Source]
FewTURE NeurIPS 2022 ViT-Small Inductive 76.10 ± 0.88 86.14 ± 0.64 [PyTorch] [Source]
HCTransformers CVPR 2022 ViT-S Inductive 78.89 ± 0.18 90.50 ± 0.09 [PyTorch] [Source]
EASY arXiv 2022 3xResNet-12 Transductive 87.16 ± 0.21 90.47 ± 0.15 [PyTorch] [Source]
EASY arXiv 2022 2xResNet-12(1/√2) Transductive 86.99 ± 0.21 90.20 ± 0.15 [PyTorch] [Source]
EASY arXiv 2022 3xResNet-12 Inductive 76.20 ± 0.2 89.00 ± 0.14 [PyTorch] [Source]
EASY arXiv 2022 2xResNet-12(1/√2) Inductive 75.24 ± 0.2 88.38 ± 0.1 [PyTorch] [Source]
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 Semi-supervised 75.38 ± 0.31 87.25 ± 0.21 [PyTorch] [Source]
DSN-MR CVPR 2020 ResNet-12 Transductive 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]
ICI CVPR 2020 ResNet-12 Transductive 73.97 84.13 [PyTorch] [Source]
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]
ICI v2 TPAMI 2021 ResNet-12 Semi-supervised 80.74 ± 0.61 87.16 ± 0.36 [PyTorch] [Source]
ICI v2 TPAMI 2021 ResNet-12 Transductive 79.19 ± 0.63 86.66 ± 0.36 [PyTorch] [Source]
ConstellationNet ICLR 2021 ResNet-12 Inductive 75.4 ± 0.2 86.8 ± 0.2 None [Source]
ConstellationNet ICLR 2021 4CONV Inductive 69.3 ± 0.3 82.7 ± 0.2 None [Source]
PT+MAP arXiv 2021 WRN Inductive 74.64 ± 0.21 87.64 ± 0.15 [PyTorch] [Source]
PT+MAP arXiv 2021 WRN Transductive 87.69 ± 0.23 90.68 ± 0.15 [PyTorch] [Source]
ECKPN CVPR 2021 4CONV Transductive 77.5±0.4 89.1±0.5 None [Source]
ECKPN CVPR 2021 ResNet-12 Transductive 79.2±0.4 91.0±0.5 None [Source]
Rizve et al. CVPR 2021 ResNet-12 Inductive 77.87±0.85 89.74±0.57 None [Source]
PLCM ICCV 2021 ResNet-12 Semi-supervised 77.62±1.15 86.13±0.67 None [Source]
Curvature Generation ICCV 2021 ResNet-12 (64-160-320-640) Inductive 73.0±0.7 85.8±0.5 [PyTorch] [Source]
Curvature Generation ICCV 2021 ResNet-12 (64-160-320-640) Transductive 76.8±0.7 86.4±0.5 [PyTorch] [Source]
TPMN ICCV 2021 ResNet-12 Inductive 75.5±0.9 87.2±0.6 None [Source]
RENet ICCV 2021 ResNet-12 Inductive 74.51±0.46 86.60±0.32 [PyTorch] [Source]
BML ICCV 2021 ResNet-12 Inductive 73.45±0.47 88.04±0.33 [PyTorch] [Source]
MetaQDA ICCV 2021 WRN-28-10 Inductive 75.83±0.88 88.79±0.75 [PyTorch] [Source]
Meta Navigator ICCV 2021 ResNet-12 Inductive 74.63±0.91 86.45±0.59 None [Source]
iLPC ICCV 2021 ResNet-12 Transductive 77.14±0.95 85.23±0.5 [PyTorch] [Source]
iLPC ICCV 2021 WRN-28-10 Transductive 86.51±0.75 90.60±0.48 [PyTorch] [Source]
iLPC ICCV 2021 ResNet-12 Semi-supervised 78.57±0.80 85.84±0.56 [PyTorch] [Source]
iLPC ICCV 2021 WRN-28-10 Semi-supervised 90.34±0.50 91.69±0.55 [PyTorch] [Source]
AIM ICCV 2021 WRN-28-10 Transductive 80.20±0.55 87.34±0.36 [PyTorch] [Source]
Wang et al. NeurIPS 2021 4CONV Inductive 64.17±0.31 78.42±0.26 None [Source]
NCA nearest centroid NeurIPS 2021 ResNet-12 Inductive 72.49±0.12 85.15±0.09 [PyTorch] [Source]
SSR NeurIPS 2021 ResNet-12 Transductive 76.8±0.6 83.7±0.4 [PyTorch] [Source]
SSR NeurIPS 2021 WRN-28-10 Transductive 81.6±0.6 86.0±0.4 [PyTorch] [Source]

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