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ResearchFormerly WizWand

5-way Classification on tieredImageNet (test)

87.49AccuracyESPT
50.237259.908669.5879.2514Mar 1, 2021Jul 10, 2021Nov 18, 2021Mar 29, 2022Aug 7, 2022Dec 16, 2022Apr 26, 2023
Updated 8mo ago

Evaluation results

MethodLinks
ESPTBackbone=ResNet-12, Number of shots=5-shot, Local image representations=true2023.0487.49
CPLAEBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.0487.35
Ours-DistillBackbone=ResNet-122021.0387.08
FRNBackbone=ResNet-12, Number of shots=5-shot, Local image representations=true2023.0486.89
SCLBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.0486.88
OursBackbone=ResNet-122021.0386.82
IEPTBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.0486.73
TPMNBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.0486.55
SKDBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.0486.5
RFS-DistillBackbone=ResNet-122021.0386.03
RFS-distillBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.0486.03
DeepEMDBackbone=ResNet-12, Number of shots=5-shot, Local image representations=true2023.0486.03
E3BMBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.0485.82
Fine-tuningBackbone=WRN-28-102021.0385.55
InfoPatchBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.0485.44
RENetBackbone=ResNet-12, Number of shots=5-shot, Local image representations=true2023.0485.28
BoostingBackbone=WRN-28-102021.0384.98
CC+rotBackbone=WRN-28-10, Number of shots=5-shot, Local image representations=false2023.0484.98
FEATBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.0484.79
RFS-SimpleBackbone=ResNet-122021.0384.41
RFS-simpleBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.0484.41
ProtoNetBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.0484.03
Meta-BaselineBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.0483.29
DSN-MRBackbone=ResNet-122021.0382.85
AWGIMBackbone=WRN-28-102021.0382.82
Shot-FreeBackbone=ResNet-122021.0382.59
MetaOptNetBackbone=ResNet-122021.0381.56
MetaOptNetBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.0481.56
LEO-trainvalBackbone=WRN-28-102021.0381.44
MatchingNetBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.0480.6
Proto-Net+Backbone=64-64-64-642021.0372.69
ESPTBackbone=ResNet-12, Number of shots=1-shot, Local image representations=true2023.0472.68
TPMNBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.0472.24
IEPTBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.0472.24
CPLAEBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.0472.23
Ours-DistillBackbone=ResNet-122021.0372.21
FRNBackbone=ResNet-12, Number of shots=1-shot, Local image representations=true2023.0472.06
SKDBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.0472.03
OursBackbone=ResNet-122021.0371.87
RENetBackbone=ResNet-12, Number of shots=1-shot, Local image representations=true2023.0471.61
RFS-DistillBackbone=ResNet-122021.0371.52
RFS-distillBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.0471.52
InfoPatchBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.0471.51
SCLBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.0471.48
E3BMBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.0471.34
Relation NetBackbone=64-96-128-2562021.0371.32
DeepEMDBackbone=ResNet-12, Number of shots=1-shot, Local image representations=true2023.0471.16
FEATBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.0470.8
BoostingBackbone=WRN-28-102021.0370.53
CC+rotBackbone=WRN-28-10, Number of shots=1-shot, Local image representations=false2023.0470.53
MAMLBackbone=32-32-32-322021.0370.3
RFS-SimpleBackbone=ResNet-122021.0369.74
RFS-simpleBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.0469.74
Meta-BaselineBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.0468.62
MatchingNetBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.0468.5
ProtoNetBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.0468.23
AWGIMBackbone=WRN-28-102021.0367.69
DSN-MRBackbone=ResNet-122021.0367.39
Fine-tuningBackbone=WRN-28-102021.0366.58
LEO-trainvalBackbone=WRN-28-102021.0366.33
MetaOptNetBackbone=ResNet-122021.0365.99
MetaOptNetBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.0465.99
Shot-FreeBackbone=ResNet-122021.0363.52
Relation NetBackbone=64-96-128-2562021.0354.48
Proto-Net+Backbone=64-64-64-642021.0353.31
MAMLBackbone=32-32-32-322021.0351.67