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ResearchFormerly WizWand

5-way Image Classification on mini-ImageNet (test)

84.11Top-1 AccESPT
50.455659.192867.9376.6672Apr 26, 2023
Updated 8mo ago

Evaluation results

MethodLinks
ESPTBackbone=ResNet-12, Number of shots=5-shot, Local image representations=true2023.0484.11——
SKDBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.0483.54——
TPMNBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.0483.44——
CPLAEBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.0483.22——
SCLBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.0483.1——
IEPTBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.0482.9——
FRNBackbone=ResNet-12, Number of shots=5-shot, Local image representations=true2023.0482.83——
RENetBackbone=ResNet-12, Number of shots=5-shot, Local image representations=true2023.0482.58——
InfoPatchBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.0482.44——
DeepEMDBackbone=ResNet-12, Number of shots=5-shot, Local image representations=true2023.0482.41——
RFS-distillBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.0482.14——
FEATBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.0482.05——
Neg-CosineBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.0481.57——
ProtoNetBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.0480.53——
E3BMBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.0480.29——
CC+rotBackbone=WRN-28-10, Number of shots=5-shot, Local image representations=false2023.0479.87——
RFS-simpleBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.0479.64——
SLABackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.0479.63——
Meta-BaselineBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.0479.26——
MatchingNetBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.0478.72——
MetaOptNetBackbone=ResNet-12, Number of shots=5-shot, Local image representations=false2023.0478.63——
Baseline++Backbone=ResNet-18, Number of shots=5-shot, Local image representations=false2023.0475.68——
BaselineBackbone=ResNet-18, Number of shots=5-shot, Local image representations=false2023.0474.24——
ESPTBackbone=ResNet-12, Number of shots=1-shot, Local image representations=true2023.0468.36——
InfoPatchBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.0467.67——
TPMNBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.0467.64——
RENetBackbone=ResNet-12, Number of shots=1-shot, Local image representations=true2023.0467.6——
CPLAEBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.0467.46——
IEPTBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.0467.05——
SKDBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.0467.04——
FEATBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.0466.78——
FRNBackbone=ResNet-12, Number of shots=1-shot, Local image representations=true2023.0466.45——
DeepEMDBackbone=ResNet-12, Number of shots=1-shot, Local image representations=true2023.0465.91——
SCLBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.0465.69——
MatchingNetBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.0465.64——
RFS-distillBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.0464.82——
E3BMBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.0464.09——
Neg-CosineBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.0463.85——
Meta-BaselineBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.0463.17——
CC+rotBackbone=WRN-28-10, Number of shots=1-shot, Local image representations=false2023.0462.93——
SLABackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.0462.93——
MetaOptNetBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.0462.64——
ProtoNetBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.0462.39——
RFS-simpleBackbone=ResNet-12, Number of shots=1-shot, Local image representations=false2023.0462.02——
Baseline++Backbone=ResNet-18, Number of shots=1-shot, Local image representations=false2023.0451.87——
BaselineBackbone=ResNet-18, Number of shots=1-shot, Local image representations=false2023.0451.75——
Amortised Meta-learnerway=5-way, shot=1-shot2019.07——5.8
BMAMLway=5-way, shot=1-shot2019.07——9.2
MAMLway=5-way, shot=1-shot2019.07——12.4
PLATIPUSway=5-way, shot=1-shot2019.07——10.8
VAMPIREway=5-way, shot=1-shot2019.07——3.8