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ResearchFormerly WizWand

Few-shot classification on CUB Dirichlet alpha=2 (test)

94.6Accuracyα-TIM
63.471.579.687.7Apr 24, 2022
Updated 8mo ago

Evaluation results

MethodLinks
α-TIMBackbone=RN-18, Learning setting=Transductive2022.0494.6
Baseline++Backbone=RN-18, Learning setting=Inductive2022.0493.2
BaselineBackbone=RN-18, Learning setting=Inductive2022.0492.7
α-TIMBackbone=RN-18, Learning setting=Transductive2022.0492.3
SimpleshotBackbone=RN-18, Learning setting=Inductive2022.0492.2
TIMBackbone=RN-18, Learning setting=Transductive2022.0491.7
Baseline++Backbone=RN-18, Learning setting=Inductive2022.0491
BaselineBackbone=RN-18, Learning setting=Inductive2022.0490.6
SimpleshotBackbone=RN-18, Learning setting=Inductive2022.0490.6
LaplacianShotBackbone=RN-18, Learning setting=Transductive2022.0490.6
BD-CSPNBackbone=RN-18, Learning setting=Transductive2022.0490.3
α-TIMBackbone=RN-18, Learning setting=Transductive2022.0489.8
LaplacianShotBackbone=RN-18, Learning setting=Transductive2022.0489.8
TIMBackbone=RN-18, Learning setting=Transductive2022.0489.5
BD-CSPNBackbone=RN-18, Learning setting=Transductive2022.0489.3
LaplacianShotBackbone=RN-18, Learning setting=Transductive2022.0487.7
Baseline++Backbone=RN-18, Learning setting=Inductive2022.0487.5
SimpleshotBackbone=RN-18, Learning setting=Inductive2022.0487.5
BD-CSPNBackbone=RN-18, Learning setting=Transductive2022.0487.1
BaselineBackbone=RN-18, Learning setting=Inductive2022.0486.9
TIMBackbone=RN-18, Learning setting=Transductive2022.0486.9
Entropy-minBackbone=RN-18, Learning setting=Transductive2022.0486.8
Entropy-minBackbone=RN-18, Learning setting=Transductive2022.0485.5
Entropy-minBackbone=RN-18, Learning setting=Transductive2022.0482.9
α-TIMBackbone=RN-18, Learning setting=Transductive2022.0475.7
TIMBackbone=RN-18, Learning setting=Transductive2022.0474.8
BD-CSPNBackbone=RN-18, Learning setting=Transductive2022.0474.5
LaplacianShotBackbone=RN-18, Learning setting=Transductive2022.0473.7
PT-MAPBackbone=RN-18, Learning setting=Transductive2022.0473
PT-MAPBackbone=RN-18, Learning setting=Transductive2022.0472.2
PT-MAPBackbone=RN-18, Learning setting=Transductive2022.0471.3
SimpleshotBackbone=RN-18, Learning setting=Inductive2022.0470.6
Baseline++Backbone=RN-18, Learning setting=Inductive2022.0469.4
Entropy-minBackbone=RN-18, Learning setting=Transductive2022.0467.5
PT-MAPBackbone=RN-18, Learning setting=Transductive2022.0465.1
BaselineBackbone=RN-18, Learning setting=Inductive2022.0464.6