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tieredImageNet
leaderboard

tieredImageNet Leaderboard (5-class)

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Method Venue Year Backbone Setting 1-shot 5-shot Code Reported by
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 arXiv 2020 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 Inductive 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]
LR+ICI CVPR 2020 ResNet-12 Transductive 80.79 87.92 [PyTorch] [Source]
LR+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]
LR+ICI v2 arXiv 2020 ResNet-12 Semi-supervised 84.44 ± 1.00 89.99 ± 0.55 [PyTorch] [Source]
LR+ICI v2 arXiv 2020 ResNet-12 Transductive 81.51 ± 1.07 88.48 ± 0.60 [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]