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ResearchFormerly WizWand

Few-shot Image Classification on mini-Cars (test)

58.09AccuracySTL DeepBDC
27.378835.351943.32551.2981Jul 17, 2020Oct 30, 2020Feb 12, 2021May 28, 2021Sep 10, 2021Dec 24, 2021Apr 9, 2022
Updated 8mo ago

Evaluation results

MethodLinks
STL DeepBDCBackbone=ResNet-12, Shots=5, Ways=52022.0458.09
Meta DeepBDCBackbone=ResNet-12, Shots=5, Ways=52022.0454.61
ADMBackbone=ResNet-12, Shots=5, Ways=52022.0453.94
CovNetBackbone=ResNet-12, Shots=5, Ways=52022.0452.9
BaselineBackbone=ResNet-12, Shots=5, Ways=52022.0450.29
Good-EmbedBackbone=ResNet-12, Shots=5, Ways=52022.0450.18
Baseline++Backbone=ResNet-12, Shots=5, Ways=52022.0446.44
ProtoNetBackbone=ResNet-12, Shots=5, Ways=52022.0446.3
LRP-GNNWay=5, Shot=52020.0746.2
LRP-CANShots=5, Inference Mode=Inductive, explanation-guided=true2020.0743.86
GNNWay=5, Shot=52020.0742.59
LRP-CANShots=5, Inference Mode=Transductive, explanation-guided=true2020.0742.57
CANShots=5, Inference Mode=Inductive2020.0741.46
CANShots=5, Inference Mode=Transductive2020.0740.17
LRP-RNShots=5, Inference Mode=Inductive, explanation-guided=true2020.0739.19
RNShots=5, Inference Mode=Inductive2020.0738.91
LRP-RNShots=5, Inference Mode=Transductive, explanation-guided=true2020.0738.31
RNShots=5, Inference Mode=Transductive2020.0737.45
LRP-GNNWay=5, Shot=12020.0732.78
LRP-CANShots=1, Inference Mode=Inductive, explanation-guided=true2020.0732.66
LRP-CANShots=1, Inference Mode=Transductive, explanation-guided=true2020.0732.35
CANShots=1, Inference Mode=Inductive2020.0731.44
GNNWay=5, Shot=12020.0730.97
CANShots=1, Inference Mode=Transductive2020.0730.06
LRP-RNShots=1, Inference Mode=Inductive, explanation-guided=true2020.0729.65
LRP-RNShots=1, Inference Mode=Transductive, explanation-guided=true2020.0729.61
RNShots=1, Inference Mode=Inductive2020.0729.32
RNShots=1, Inference Mode=Transductive2020.0728.56