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5-shot Image Classification on Caltech-UCSD Birds (CUB) (test)

80.94Accuracyamortized Bayesian prototype meta-learning
67.898471.284274.6778.0558Mar 21, 2022

Evaluation results

MethodLinks
amortized Bayesian prototype meta-learning2022.0380.94
HyperShotfinetuning=true2022.0380.07
HyperShotfinetuning=false2022.0379.8
OVE PG GP + Cosine (PL)Similarity=Cosine, Protocol=PL2022.0379.07
GPLDLA2022.0378.86
Baseline++2022.0378.51
RelationNet2022.0378.22
DKT + BNCosSimSimilarity=BNCosSim2022.0377.76
DKT + CosSimSimilarity=Cosine2022.0377.73
OVE PG GP + Cosine (ML)Similarity=Cosine, Protocol=ML2022.0377.44
ProtoNet2022.0375.93
MatchingNet2022.0375.11
MAML2022.0374.84
ABML2022.0368.94
Feature Transfer2022.0368.4