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ResearchFormerly WizWand

Few-Shot Classification on FC-100

70.5AccuracyABHFA-Net
36.1845.095462.91Oct 21, 2025
Updated 5mo ago

Evaluation results

MethodLinks
ABHFA-NetProtocol=5-way 5-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.1070.5
ANROT-HELANetProtocol=5-way 5-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.1069.6
HELA-VFAProtocol=5-way 5-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.1069.1
FeLMiProtocol=5-way 5-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.1068.7
Wasserstein VIProtocol=5-way 5-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.1068.5
Label HallucProtocol=5-way 5-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.1067.9
IER-distillProtocol=5-way 5-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.1065
SKD-Gen1Protocol=5-way 5-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.1064.2
PALProtocol=5-way 5-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.1064
Deep-EMDProtocol=5-way 5-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.1063.2
RFS-distillProtocol=5-way 5-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.1060.9
AssoAlignProtocol=5-way 5-shot, Backbone=ResNet18, Number of trials=10, Confidence Interval=95%2025.1059.7
RFS-SimpleProtocol=5-way 5-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.1059.1
InfoPatchProtocol=5-way 5-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.1058
MTLProtocol=5-way 5-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.1057.6
TADAMProtocol=5-way 5-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.1056.1
MetaOptNetProtocol=5-way 5-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.1055.5
ProtoNetProtocol=5-way 5-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.1052.5
ABHFA-NetProtocol=5-way 1-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.1051.7
ANROT-HELANetProtocol=5-way 1-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.1051.2
Wasserstein VIProtocol=5-way 1-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.1050.6
HELA-VFAProtocol=5-way 1-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.1050.3
FeLMiProtocol=5-way 1-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.1049
IER-distillProtocol=5-way 1-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.1048.1
Label HallucProtocol=5-way 1-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.1047.3
PALProtocol=5-way 1-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.1047.2
Deep-EMDProtocol=5-way 1-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.1046.5
SKD-Gen1Protocol=5-way 1-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.1046.5
AssoAlignProtocol=5-way 1-shot, Backbone=ResNet18, Number of trials=10, Confidence Interval=95%2025.1045.8
MTLProtocol=5-way 1-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.1045.1
RFS-distillProtocol=5-way 1-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.1044.6
InfoPatchProtocol=5-way 1-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.1043.8
RFS-SimpleProtocol=5-way 1-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.1042.6
MetaOptNetProtocol=5-way 1-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.1041.1
TADAMProtocol=5-way 1-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.1040.1
ProtoNetProtocol=5-way 1-shot, Backbone=ResNet12, Number of trials=10, Confidence Interval=95%2025.1037.5