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ResearchFormerly WizWand

Few-shot image classification on MiniImageNet ILSVRC-2012 (test)

83.26AccuracyProtoNet+LLS
59.953666.004372.05578.1057Nov 8, 2021
Updated 8mo ago

Evaluation results

MethodLinks
ProtoNet+LLSBackbone=ResNet-12, Shots=5-shot2021.1183.26
S2M2_RBackbone=WRN-28-10, Shots=5-shot2021.1183.18
FEAT+Multi-ProtoBackbone=ResNet-12, Shots=5-shot2021.1182.51
DeepEMDBackbone=ResNet-12, Shots=5-shot2021.1182.41
MCT (Inst)Backbone=ResNet-12, Shots=5-shot2021.1182.15
FEATBackbone=ResNet-12, Shots=5-shot2021.1182.05
R2-D2+AugBackbone=ResNet-12, Shots=5-shot2021.1181.08
Simple-ShotBackbone=WRN-28-10, Shots=5-shot2021.1180.33
ProtoNet* (baseline)Backbone=ResNet-12, Shots=5-shot2021.1179.5
CANBackbone=ResNet-12, Shots=5-shot2021.1179.44
MetaOptNet-SVMBackbone=ResNet-12, Shots=5-shot2021.1178.63
ProtoNet+LLSBackbone=ResNet-12, Shots=1-shot2021.1168.01
FEAT+Multi-ProtoBackbone=ResNet-12, Shots=1-shot2021.1167.24
FEATBackbone=ResNet-12, Shots=1-shot2021.1166.78
DeepEMDBackbone=ResNet-12, Shots=1-shot2021.1165.91
MCT (Inst)Backbone=ResNet-12, Shots=1-shot2021.1165.34
S2M2_RBackbone=WRN-28-10, Shots=1-shot2021.1164.93
R2-D2+AugBackbone=ResNet-12, Shots=1-shot2021.1164.79
CANBackbone=ResNet-12, Shots=1-shot2021.1163.85
Simple-ShotBackbone=WRN-28-10, Shots=1-shot2021.1163.5
MetaOptNet-SVMBackbone=ResNet-12, Shots=1-shot2021.1162.64
ProtoNet* (baseline)Backbone=ResNet-12, Shots=1-shot2021.1160.85