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.

tieredImageNet Leaderboard (5-class)

Edit this leaderboard

Method Venue Year Backbone Setting 1-shot 5-shot Code Reported by
BaseTransformers BMVC 2022 ResNet-12 Inductive 72.46 ± 0.19 84.96 ± 0.18 [PyTorch] [Source]
FewTURE NeurIPS 2022 Swin-Tiny Inductive 76.32 ± 0.87 89.96 ± 0.55 [PyTorch] [Source]
FewTURE NeurIPS 2022 ViT-Small Inductive 72.96 ± 0.92 86.43 ± 0.67 [PyTorch] [Source]
UniSiam (Unsupervised) ECCV 2022 ResNet-18 Inductive 67.01 ± 0.39 84.47 ± 0.28 [PyTorch] [Source]
UniSiam (Unsupervised) ECCV 2022 ResNet-34 Inductive 68.65 ± 0.39 85.70 ± 0.27 [PyTorch] [Source]
UniSiam (Unsupervised) ECCV 2022 ResNet-50 Inductive 69.60 ± 0.38 86.51 ± 0.26 [PyTorch] [Source]
HCTransformers CVPR 2022 ViT-S Inductive 79.67 ± 0.20 91.72 ± 0.11 [PyTorch] [Source]
Meta DeepBDC CVPR 2022 ResNet-12 Inductive 72.34 ± 0.49 87.31 ± 0.32 [PyTorch] [Source]
STL DeepBDC CVPR 2022 ResNet-12 Inductive 73.82 ± 0.47 89.00 ± 0.30 [PyTorch] [Source]
MCL CVPR 2022 ResNet-12 Inductive 72.01 ± 0.20 86.02 ± 0.20 [PyTorch] [Source]
EASY arXiv 2022 3xResNet-12 Transductive 84.29 ± 0.24 89.76 ± 0.14 [PyTorch] [Source]
ASY arXiv 2022 ResNet-12 Transductive 83.98 ± 0.24 89.26 ± 0.14 [PyTorch] [Source]
EASY arXiv 2022 3xResNet-12 Inductive 74.71 ± 0.22 88.33 ± 0.14 [PyTorch] [Source]
ASY arXiv 2022 ResNet-12 Inductive 74.31 ± 0.22 87.86 ± 0.15 [PyTorch] [Source]
MetaOptNet CVPR 2019 ResNet-12 Inductive 65.99 ± 0.72 81.56 ± 0.53 [PyTorch] [Source]
LEO ICLR 2019 WRN-28-10 Inductive 66.33 ± 0.05 82.06 ± 0.08 [TensorFlow] [Source]
ProtoNets NeurIPS 2017 4CONV Inductive 53.31 ± 0.89 72.69 ± 0.74 [PyTorch] [Source]
RelationNets CVPR 2018 4CONV Inductive 54.48 ± 0.93 71.32 ± 0.78 [PyTorch] [Source]
TPN ICLR 2019 4CONV Transductive 59.91 ± 0.94 73.30 ± 0.75 [TensorFlow] [Source]
DeepEMD CVPR 2020 ResNet-12 Inductive 71.16 ± 0.87 86.03 ± 0.58 [PyTorch] [Source]
ProtoNets NeurIPS 2017 ResNet-12 Inductive 65.65 ± 0.92 83.40. ± 0.65 [PyTorch] [Source]
MatchingNets NeurIPS 2016 ResNet-12 Inductive 68.50 ± 0.92 80.60 ± 0.71 [TensorFlow] [Source]
CTM CVPR 2019 ResNet-18 Inductive 68.41 ± 0.39 84.28 ± 1.73 [PyTorch] [Source]
wDAE-GNN CVPR 2019 WRN-28-10 Inductive 68.18 ± 0.16 83.09 ± 0.12 [PyTorch] [Source]
PPA CVPR 2018 WRN-28-10 Inductive 65.65 ± 0.92 83.40. ± 0.65 None [Source]
CAN NeurIPS 2019 ResNet-12 Inductive 69.89 ± 0.51 84.23 ± 0.37 [PyTorch] [Source]
CAN+T NeurIPS 2019 ResNet-12 Transductive 73.21 ± 0.58 84.93 ± 0.38 [PyTorch] [Source]
FEAT CVPR 2020 WRN-28-10 Inductive 70.41 ± 0.23 84.38 ± 0.16 [PyTorch] [Source]
FEAT CVPR 2020 ResNet-12 Inductive 70.80 ± 0.23 84.79 ± 0.16 [PyTorch] [Source]
Dhillon et al. ICLR 2020 WRN-28-10 Transductive 73.34 ± 0.71 85.50 ± 0.50 None [Source]
SIB ICLR 2020 WRN-28-10 Transductive 72.9 82.8 [PyTorch] [Source]
Ravichandran et al. ICCV 2019 4CONV Inductive 48.19 ± 0.43 65.50 ± 0.39 None [Source]
Ravichandran et al. ICCV 2019 ResNet-12 Inductive 66.87 82.64 None [Source]
Robust 20-dist++ ICCV 2019 ResNet-12 Inductive 70.44 ± 0.32 85.43 ± 0.21 [PyTorch] [Source]
CC+rot ICCV 2019 WRN-28-10 Inductive 62.93 ± 0.45 79.87 ± 0.33 [PyTorch] [Source]
DeepEMD v2 TPAMI 2022 ResNet-12 Inductive 74.29 ± 0.32 87.08 ± 0.60 [PyTorch] [Source]
E3BM ECCV 2020 ResNet-12 Inductive 71.2 ± 0.4 85.3 ± 0.3 [PyTorch] [Source]
E3BM ECCV 2020 WRN-28-10 Transductive 75.6 ± 0.6 84.3 ± 0.4 [PyTorch] [Source]
LST NeurIPS 2019 ResNet-12 Semi-supervised 77.7 ± 1.6 85.2 ± 0.8 [TensorFlow] [Source]
AM3 NeurIPS 2019 ResNet-12 Inductive 69.08 ± 0.47 82.58 ± 0.31 [TensorFlow] [Source]
DSN-MR CVPR 2020 ResNet-12 Transductive 67.39 ± 0.82 82.85 ± 0.56 [PyTorch] [Source]
DPGN CVPR 2020 ResNet-12 Transductive 72.45 ± 0.51 87.24 ± 0.39 [PyTorch] [Source]
DPGN CVPR 2020 4CONV Transductive 69.43 ± 0.49 85.92 ± 0.42 [PyTorch] [Source]
ICI CVPR 2020 ResNet-12 Transductive 80.79 87.92 [PyTorch] [Source]
ICI CVPR 2020 ResNet-12 Semi-supervised 84.01 89.00 [PyTorch] [Source]
BD-CSPN ECCV 2020 WRN-28-10 Transductive 78.74 ± 0.95 86.92 ± 0.63 None [Source]
Centroid alignment ECCV 2020 WRN-28-10 Inductive 74.40 ± 0.68 86.61 ± 0.59 [PyTorch] [Source]
ICA + MSP ECCV 2020 DenseNet Transductive 84.29 ± 0.25 89.31 ± 0.15 None [Source]
ICA + MSP ECCV 2020 DenseNet Semi-supervised 86.00 ± 0.23 89.39 ± 0.15 None [Source]
Y. Tian et al. ECCV 2020 ResNet-12 Inductive 71.52 ± 0.69 86.03 ± 0.49 [PyTorch] [Source]
EPNet ECCV 2020 WRN-28-10 Transductive 78.50 ± 0.91 88.36 ± 0.57 [PyTorch] [Source]
EPNet ECCV 2020 WRN-28-10 Semi-supervised 83.69 ± 0.99 89.34 ± 0.59 [PyTorch] [Source]
F. Wu et al. ECCV 2020 Capsule Network Inductive 69.87 ± 0.32 86.35 ± 0.41 None [Source]
ICI v2 TPAMI 2021 ResNet-12 Semi-supervised 78.99 ± 0.66 86.76 ± 0.39 [PyTorch] [Source]
ICI v2 TPAMI 2021 ResNet-12 Transductive 77.48 ± 0.62 86.84 ± 0.36 [PyTorch] [Source]
Su et al. ECCV 2020 ResNet-18 Inductive - 78.9 ± 0.7 [PyTorch] [Source]
TIM NeurIPS 2020 ResNet-18 Transductive 80.0 88.5 [PyTorch] [Source]
TIM NeurIPS 2020 WRN-28-10 Transductive 82.1 89.8 [PyTorch] [Source]
IFSL NeurIPS 2020 WRN-28-10 Transductive 83.07 88.69 [PyTorch] [Source]
IEPT ICLR 2021 ResNet-12 Inductive 72.24 ± 0.50 86.73 ± 0.34 None [Source]
IEPT ICLR 2021 4CONV Inductive 58.25 ± 0.48 75.63 ± 0.46 None [Source]
MELR ICLR 2021 ResNet-12 Inductive 72.14 ± 0.51 87.01 ± 0.35 None [Source]
MELR ICLR 2021 4CONV Inductive 56.38 ± 0.48 73.22 ± 0.41 None [Source]
BOIL ICLR 2021 4CONV Inductive 49.35 ± 0.26 69.37 ± 0.12 None [Source]
FRN CVPR 2021 ResNet-12 Inductive 72.06 ± 0.22 86.89 ± 0.14 [PyTorch] [Source]
PT+MAP arXiv 2021 DenseNet121 Inductive 69.96 ± 0.22 86.45 ± 0.15 [PyTorch] [Source]
PT+MAP arXiv 2021 DenseNet121 Transductive 85.67 ± 0.26 90.45 ± 0.14 [PyTorch] [Source]
CSEI AAAI 2021 ResNet-12 Inductive 73.76 ± 0.32 87.83 ± 0.59 None [Source]
PTN AAAI 2021 WRN-28-10 Semi-supervised 84.70 ± 1.14 89.14 ± 0.71 None [Source]
CNL AAAI 2021 ResNet-12 Inductive 73.42 ± 0.95 87.72 ± 0.75 None [Source]
TACO AAAI 2021 ResNet-12 Semi-supervised 75.53 85.72 None [Source]
DMF CVPR 2021 ResNet-12 Inductive 71.89±0.52 85.96±0.35 [PyTorch] [Source]
ECKPN CVPR 2021 4CONV Transductive 70.45±0.48 86.74±0.42 None [Source]
ECKPN CVPR 2021 ResNet-12 Transductive 73.59±0.45 88.13±0.28 None [Source]
MCGN CVPR 2021 64-96-128-256 Inductive 58.45±0.59 74.58±0.84 None [Source]
MCGN CVPR 2021 64-96-128-256 Transductive 71.21±0.85 85.98±0.98 None [Source]
LaplacianShot ICML 2020 ResNet-18 Transductive 78.98±0.21 86.39±0.16 [PyTorch] [Source]
LaplacianShot ICML 2020 WRN Transductive 80.18±0.21 87.56±0.15 [PyTorch] [Source]
LaplacianShot ICML 2020 DenseNet Transductive 80.30±0.22 87.93±0.15 [PyTorch] [Source]
Zhang et al. CVPR 2021 ResNet-12 Transductive 81.04±0.89 87.42±0.57 [PyTorch] [Source]
IEPT+ZN ICCV 2021 ResNet-12 Inductive 72.28±0.51 87.20±0.34 None [Source]
PLCM ICCV 2021 ResNet-12 Semi-supervised 84.78±0.96 90.11±0.57 None [Source]
PAL ICCV 2021 ResNet-12 Inductive 72.25±0.72 86.95±0.47 None [Source]
ALFA+MeTAL ICCV 2021 ResNet-12 Transductive 70.29±0.40 86.17±0.35 [PyTorch] [Source]
Curvature Generation ICCV 2021 ResNet-12 (64-160-320-640) Inductive 71.66±0.23 85.50±0.15 [PyTorch] [Source]
Curvature Generation ICCV 2021 ResNet-12 (64-160-320-640) Transductive 77.19±0.24 86.18±0.15 [PyTorch] [Source]
TPMN ICCV 2021 ResNet-12 Inductive 72.24±0.70 86.55±0.63 None [Source]
Meta-Baseline ICCV 2021 ResNet-12 Inductive 68.62±0.27 83.74±0.18 [PyTorch] [Source]
RENet ICCV 2021 ResNet-12 Inductive 71.61±0.51 85.28±0.35 [PyTorch] [Source]
BML ICCV 2021 ResNet-12 Inductive 68.99±0.50 85.49±0.34 [PyTorch] [Source]
MetaQDA ICCV 2021 WRN-28-10 Inductive 74.33±0.65 89.56±0.79 [PyTorch] [Source]
Meta Navigator ICCV 2021 ResNet-12 Inductive 74.58±0.88 86.73±0.61 None [Source]
iLPC ICCV 2021 ResNet-12 Transductive 83.49±0.88 89.48±0.47 [PyTorch] [Source]
iLPC ICCV 2021 WRN-28-10 Transductive 88.50±0.75 92.46±0.42 [PyTorch] [Source]
iLPC ICCV 2021 ResNet-12 Semi-supervised 85.04±0.79 89.63±0.47 [PyTorch] [Source]
iLPC ICCV 2021 WRN-28-10 Semi-supervised 89.35±0.68 92.61±0.39 [PyTorch] [Source]
MixtFSL ICCV 2021 ResNet-12 Inductive 70.97±1.03 86.16±0.67 [PyTorch] [Source]
Oblique Manifold ICCV 2021 WRN-28-10 Inductive 71.54±0.29 87.79±0.46 [PyTorch] [Source]
Oblique Manifold ICCV 2021 WRN-28-10 Transductive 85.22±0.34 91.35±0.42 [PyTorch] [Source]
COSOC NeurIPS 2021 ResNet-12 Inductive 73.57±0.43 87.57±0.10 [PyTorch] [Source]
Wang et al. NeurIPS 2021 4CONV Inductive 58.43±0.38 76.17±0.34 None [Source]
POODLE NeurIPS 2021 ResNet-12 Inductive 70.42 85.26 None [Source]
POODLE NeurIPS 2021 ResNet-12 Transductive 79.67 86.96 None [Source]
NCA nearest centroid NeurIPS 2021 ResNet-12 Inductive 68.35±0.13 83.20±0.10 [PyTorch] [Source]
SSR NeurIPS 2021 ResNet-12 Transductive 81.2±0.6 85.7±0.4 [PyTorch] [Source]
SSR NeurIPS 2021 WRN-28-10 Transductive 79.5±0.6 84.8±0.4 [PyTorch] [Source]
Simple CNAPS CVPR 2020 ResNet18 (pre-trained on ImageNet) Inductive 78.29 89.01 [PyTorch] [Source]

Contact

[email protected]

Source Code | Imprint | Data Protection