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ResearchFormerly WizWand

Few-shot classification on tiered meta-iNat (test)

92.4AccuracyMetaQDA
32.090447.747763.40579.0623Jul 4, 2022Sep 20, 2022Dec 7, 2022Feb 24, 2023May 13, 2023Jul 30, 2023Oct 17, 2023
Updated 8mo ago

Evaluation results

MethodLinks
MetaQDAEvaluation protocol=Universal Meta-Learning, K-shot=5-shot, N-way=5-way2023.1092.4
MetaOptEvaluation protocol=Universal Meta-Learning, K-shot=5-shot, N-way=5-way, Backbone frozen=true2023.1091.9
CAMLEvaluation protocol=Universal Meta-Learning, K-shot=5-shot, N-way=5-way2023.1091.6
P>M>FEvaluation protocol=In-Domain [Meta-Training], K-shot=5-shot, N-way=5-way, Backbone=ViT-base2023.1089.9
ProtoNetEvaluation protocol=Universal Meta-Learning, K-shot=5-shot, N-way=5-way, Backbone frozen=true2023.1089.5
GPICLEvaluation protocol=Universal Meta-Learning, K-shot=5-shot, N-way=5-way2023.1087.6
SNAILEvaluation protocol=Universal Meta-Learning, K-shot=5-shot, N-way=5-way2023.1086.5
ProtoNetEvaluation protocol=Universal Meta-Learning, K-shot=5-shot, N-way=5-way, Backbone frozen=false2023.1082.2
CAMLEvaluation protocol=Universal Meta-Learning, K-shot=1-shot, N-way=5-way2023.1081.9
SNAILEvaluation protocol=Universal Meta-Learning, K-shot=1-shot, N-way=5-way2023.1077.3
MetaQDAEvaluation protocol=Universal Meta-Learning, K-shot=1-shot, N-way=5-way2023.1076
MetaOptEvaluation protocol=Universal Meta-Learning, K-shot=1-shot, N-way=5-way, Backbone frozen=true2023.1075.1
P>M>FEvaluation protocol=In-Domain [Meta-Training], K-shot=1-shot, N-way=5-way, Backbone=ViT-base2023.1074.8
ProtoNetEvaluation protocol=Universal Meta-Learning, K-shot=1-shot, N-way=5-way, Backbone frozen=true2023.1073.8
ProtoNetEvaluation protocol=Universal Meta-Learning, K-shot=1-shot, N-way=5-way, Backbone frozen=false2023.1066.3
FRNK-shot=5-shot, Backbone=Conv-42022.0763.45
MetaOptEvaluation protocol=Universal Meta-Learning, K-shot=5-shot, N-way=5-way, Backbone frozen=false2023.1063
FRN + TDMK-shot=5-shot, Backbone=Conv-42022.0762.91
CTX + TDMK-shot=5-shot, Backbone=Conv-42022.0762.29
ProtoNet + TDMK-shot=5-shot, Backbone=Conv-42022.0761.18
GPICLEvaluation protocol=Universal Meta-Learning, K-shot=1-shot, N-way=5-way2023.1060.8
CTXK-shot=5-shot, Backbone=Conv-42022.0760.54
DSN + TDMK-shot=5-shot, Backbone=Conv-42022.0758.66
DSNK-shot=5-shot, Backbone=Conv-42022.0758.34
ProtoNetK-shot=5-shot, Backbone=Conv-42022.0757.6
FRN + TDMK-shot=1-shot, Backbone=Conv-42022.0744.05
FRNK-shot=1-shot, Backbone=Conv-42022.0743.95
CTX + TDMK-shot=1-shot, Backbone=Conv-42022.0743.9
CTXK-shot=1-shot, Backbone=Conv-42022.0742.24
DSN + TDMK-shot=1-shot, Backbone=Conv-42022.0741
DSNK-shot=1-shot, Backbone=Conv-42022.0740.83
ProtoNet + TDMK-shot=1-shot, Backbone=Conv-42022.0738.3
MetaOptEvaluation protocol=Universal Meta-Learning, K-shot=1-shot, N-way=5-way, Backbone frozen=false2023.1037.3
ProtoNetK-shot=1-shot, Backbone=Conv-42022.0734.41