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ResearchFormerly WizWand

Few-shot classification on meta-iNat (test)

96.3AccuracyCAML
51.26862.95974.6586.341Jul 4, 2022Sep 20, 2022Dec 7, 2022Feb 24, 2023May 13, 2023Jul 30, 2023Oct 17, 2023
Updated 8mo ago

Evaluation results

MethodLinks
CAMLEvaluation protocol=Universal Meta-Learning, K-shot=5-shot, N-way=5-way2023.1096.3
P>M>FEvaluation protocol=In-Domain [Meta-Training], K-shot=5-shot, N-way=5-way, Backbone=ViT-base2023.1096.1
MetaQDAEvaluation protocol=Universal Meta-Learning, K-shot=5-shot, N-way=5-way2023.1095.9
MetaOptEvaluation protocol=Universal Meta-Learning, K-shot=5-shot, N-way=5-way, Backbone frozen=true2023.1095.5
GPICLEvaluation protocol=Universal Meta-Learning, K-shot=5-shot, N-way=5-way2023.1095.1
ProtoNetEvaluation protocol=Universal Meta-Learning, K-shot=5-shot, N-way=5-way, Backbone frozen=true2023.1094.8
SNAILEvaluation protocol=Universal Meta-Learning, K-shot=5-shot, N-way=5-way2023.1094.8
P>M>FEvaluation protocol=In-Domain [Meta-Training], K-shot=1-shot, N-way=5-way, Backbone=ViT-base2023.1091.2
CAMLEvaluation protocol=Universal Meta-Learning, K-shot=1-shot, N-way=5-way2023.1091.2
GPICLEvaluation protocol=Universal Meta-Learning, K-shot=1-shot, N-way=5-way2023.1090
ProtoNetEvaluation protocol=Universal Meta-Learning, K-shot=5-shot, N-way=5-way, Backbone frozen=false2023.1089.4
SNAILEvaluation protocol=Universal Meta-Learning, K-shot=1-shot, N-way=5-way2023.1089.1
MetaQDAEvaluation protocol=Universal Meta-Learning, K-shot=1-shot, N-way=5-way2023.1086.3
MetaOptEvaluation protocol=Universal Meta-Learning, K-shot=1-shot, N-way=5-way, Backbone frozen=true2023.1085.5
ProtoNetEvaluation protocol=Universal Meta-Learning, K-shot=1-shot, N-way=5-way, Backbone frozen=true2023.1084.5
FRN + TDMK-shot=5-shot, Backbone=Conv-42022.0781.6
CTX + TDMK-shot=5-shot, Backbone=Conv-42022.0780.75
FRNK-shot=5-shot, Backbone=Conv-42022.0780.04
ProtoNet + TDMK-shot=5-shot, Backbone=Conv-42022.0779.95
CTXK-shot=5-shot, Backbone=Conv-42022.0778.57
ProtoNetEvaluation protocol=Universal Meta-Learning, K-shot=1-shot, N-way=5-way, Backbone frozen=false2023.1078.4
DSN + TDMK-shot=5-shot, Backbone=Conv-42022.0778.07
MetaOptEvaluation protocol=Universal Meta-Learning, K-shot=5-shot, N-way=5-way, Backbone frozen=false2023.1077.7
ProtoNetK-shot=5-shot, Backbone=Conv-42022.0776.3
DSNK-shot=5-shot, Backbone=Conv-42022.0776.15
FRN + TDMK-shot=1-shot, Backbone=Conv-42022.0763.97
CTX + TDMK-shot=1-shot, Backbone=Conv-42022.0763.26
FRNK-shot=1-shot, Backbone=Conv-42022.0761.98
DSN + TDMK-shot=1-shot, Backbone=Conv-42022.0761.87
ProtoNet + TDMK-shot=1-shot, Backbone=Conv-42022.0761.82
CTXK-shot=1-shot, Backbone=Conv-42022.0760.8
DSNK-shot=1-shot, Backbone=Conv-42022.0760.06
ProtoNetK-shot=1-shot, Backbone=Conv-42022.0755.37
MetaOptEvaluation protocol=Universal Meta-Learning, K-shot=1-shot, N-way=5-way, Backbone frozen=false2023.1053