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ResearchFormerly WizWand

Few-shot classification on CUB cross-domain from tiered-ImageNet

75.97AccuracyProtoNet + SiMT
40.942850.036459.1368.2236Oct 11, 2022
Updated 8mo ago

Evaluation results

MethodLinks
ProtoNet + SiMTShots=5-shot, Ways=5-way, Backbone=ResNet-122022.1075.97
ProtoNetShots=5-shot, Ways=5-way, Backbone=ResNet-122022.1074.35
MetaSGD + SiMTShots=5-shot, Ways=5-way, Backbone=ResNet-122022.1073.93
MetaSGDShots=5-shot, Ways=5-way, Backbone=ResNet-122022.1070.38
MAML + SiMTShots=5-shot, Ways=5-way, Backbone=ResNet-122022.1067.58
ANIL + SiMTShots=5-shot, Ways=5-way, Backbone=ResNet-122022.1066.3
MAMLShots=5-shot, Ways=5-way, Backbone=ResNet-122022.1065
ANILShots=5-shot, Ways=5-way, Backbone=ResNet-122022.1062.48
ProtoNet + SiMTShots=1-shot, Ways=5-way, Backbone=ResNet-122022.1048.89
ProtoNetShots=1-shot, Ways=5-way, Backbone=ResNet-122022.1047.75
MetaSGD + SiMTShots=1-shot, Ways=5-way, Backbone=ResNet-122022.1046.62
MetaSGDShots=1-shot, Ways=5-way, Backbone=ResNet-122022.1046.48
ANIL + SiMTShots=1-shot, Ways=5-way, Backbone=ResNet-122022.1044.53
MAML + SiMTShots=1-shot, Ways=5-way, Backbone=ResNet-122022.1044.33
MAMLShots=1-shot, Ways=5-way, Backbone=ResNet-122022.1042.32
ANILShots=1-shot, Ways=5-way, Backbone=ResNet-122022.1042.29