Skip to content

Latest commit

 

History

History
54 lines (52 loc) · 14.4 KB

miniimagenet.md

File metadata and controls

54 lines (52 loc) · 14.4 KB
title layout
miniImageNet
leaderboard

miniImageNet Leaderboard (5-class)

Method Venue Year Backbone Setting 1-shot 5-shot Code Reported by
MetaOptNet CVPR 2019 ResNet-12 Inductive 62.64 ± 0.61 78.63 ± 0.46 [PyTorch] [Source]
MTL CVPR 2019 ResNet-12 Inductive 61.2 ± 1.8 75.5 ± 0.8 [PyTorch] [Source]
TADAM NeurIPS 2018 ResNet-12 Inductive 58.5 ± 0.3 76.7 ± 0.3 [TensorFlow] [Source]
MAML ICML 2017 4CONV Inductive 48.70 ± 1.75 63.11 ± 0.92 [TensorFlow] [Source]
LEO ICLR 2019 WRN-28-10 Inductive 61.76 ± 0.08 77.59 ± 0.12 [TensorFlow] [Source]
ProtoNets NeurIPS 2017 4CONV Inductive 49.42 ± 0.78 68.20 ± 0.66 [PyTorch] [Source]
MatchingNets NeurIPS 2016 4CONV Inductive 43.56 ± 0.84 55.31 ± 0.73 [TensorFlow] [Source]
RelationNets CVPR 2018 4CONV Inductive 50.44 ± 0.82 65.32 ± 0.70 [PyTorch] [Source]
TPN ICLR 2019 4CONV Transductive 55.51 ± 0.86 69.86 ± 0.65 [TensorFlow] [Source]
AdaResNet ICML 2018 ResNet-12 Inductive 56.88 ± 0.62 71.94 ± 0.57 None [Source]
DeepEMD CVPR 2020 ResNet-12 Inductive 65.91 ± 0.82 82.41 ± 0.56 [PyTorch] [Source]
ProtoNets NeurIPS 2017 ResNet-12 Inductive 60.37 ± 0.83 78.02 ± 0.57 [PyTorch] [Source]
MatchingNets NeurIPS 2016 ResNet-12 Inductive 63.08 ± 0.80 75.99 ± 0.60 [TensorFlow] [Source]
CTM CVPR 2019 ResNet-18 Inductive 64.12 ± 0.82 80.51 ± 0.13 [PyTorch] [Source]
wDAE-GNN CVPR 2019 WRN-28-10 Inductive 61.07 ± 0.15 76.75 ± 0.11 [PyTorch] [Source]
PPA CVPR 2018 WRN-28-10 Inductive 59.60 ± 0.41 73.74 ± 0.19 None [Source]
CAN NeurIPS 2019 ResNet-12 Inductive 63.85 ± 0.48 79.44 ± 0.34 [PyTorch] [Source]
CAN+T NeurIPS 2019 ResNet-12 Transductive 67.19 ± 0.55 80.64 ± 0.35 [PyTorch] [Source]
LGM-Net ICML 2019 6CONV Inductive 69.13 ± 0.35 71.18 ± 0.68 [TensorFlow] [Source]
FEAT CVPR 2020 ResNet-12 Inductive 66.78 ± 0.20 82.05 ± 0.14 [PyTorch] [Source]
FEAT CVPR 2020 4CONV Inductive 55.15 ± 0.20 71.61 ± 0.16 [PyTorch] [Source]
FEAT CVPR 2020 WRN-28-10 Inductive 65.10 ± 0.20 81.11 ± 0.14 [PyTorch] [Source]
Dhillon et al. ICLR 2020 WRN-28-10 Transductive 65.73 ± 0.68 78.40 ± 0.52 None [Source]
SIB ICLR 2020 WRN-28-10 Transductive 70.0 ± 0.6 79.2 ± 0.4 [PyTorch] [Source]
SIB ICLR 2020 4CONV Transductive 63.26 ± 1.07 75.73 ± 0.71 [PyTorch] [Source]
KTN ICCV 2019 4CONV Inductive 64.42 ± 0.72 74.16 ± 0.56 None [Source]
Ravichandran et al. ICCV 2019 4CONV Inductive 49.07 ± 0.43 65.73 ± 0.36 None [Source]
Ravichandran et al. ICCV 2019 ResNet-12 Inductive 60.71 77.64 None [Source]
Variational method ICCV 2019 ResNet-12 Inductive 61.23 ± 0.26 77.69 ± 0.17 None [Source]
Variational method ICCV 2019 4CONV Inductive 57.15 ± 0.31 71.54 ± 0.23 None [Source]
TEAM ICCV 2019 4CONV Transductive 56.57 72.04 None [Source]
TEAM ICCV 2019 ResNet-12 Transductive 60.07 75.90 None [Source]
Robust 20-dist++ ICCV 2019 ResNet-12 Inductive 63.73 ± 0.62 81.19 ± 0.43 [PyTorch] [Source]
DeepEMD V2 arXiv 2020 ResNet-12 Inductive 68.77 ± 0.29 84.13 ± 0.53 [PyTorch] [Source]
E3BM ECCV 2020 ResNet-12 Inductive 63.8 ± 0.4 80.1 ± 0.3 [PyTorch] [Source]
LST NeurIPS 2019 ResNet-12 Semi-supervised 70.1 ± 1.9 78.7 ± 0.8 [TensorFlow] [Source]
AM3 NeurIPS 2019 ResNet-12 Inductive 65.30 ± 0.49 78.10 ± 0.36 [TensorFlow] [Source]
DSN-MR CVPR 2020 ResNet-12 Inductive 64.60 ± 0.72 79.51 ± 0.50 [PyTorch] [Source]
DPGN CVPR 2020 ResNet-12 Transductive 67.77 ± 0.32 84.60 ± 0.43 [PyTorch] [Source]
DPGN CVPR 2020 4CONV Transductive 66.01 ± 0.36 82.83 ± 0.41 [PyTorch] [Source]
AFHN CVPR 2020 ResNet-18 Inductive 62.38 ± 0.72 78.16 ± 0.56 None [Source]
LR+ICI CVPR 2020 ResNet-12 Transductive 66.80 79.26 [PyTorch](https://github.com/Yikai-Wang/ICI-FSL) [Source]
LR+ICI CVPR 2020 ResNet-12 Semi-supervised 71.41 81.12 [PyTorch](https://github.com/Yikai-Wang/ICI-FSL) [Source]
TransMatch CVPR 2020 WRN-28-10 Semi-supervised 63.02 ± 1.07 82.24 ± 0.59 None [Source]
∆-encoder NeurIPS 2018 ResNet-18 Inductive 59.9 69.7 ± 0.59 [TensorFlow] [Source]