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ResearchFormerly WizWand

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

86.5AccuracyProtoNet+LLS
65.169670.707376.24581.7827Nov 8, 2021
Updated 8mo ago

Evaluation results

MethodLinks
ProtoNet+LLSBackbone=ResNet-12, Shots=5-shot2021.1186.5
DeepEMDBackbone=ResNet-12, Shots=5-shot2021.1186.03
Simple-ShotBackbone=WRN-28-10, Shots=5-shot2021.1185.5
MCT (Inst)Backbone=ResNet-12, Shots=5-shot2021.1185.29
FEATBackbone=ResNet-12, Shots=5-shot2021.1184.79
CANBackbone=ResNet-12, Shots=5-shot2021.1184.23
ProtoNet* (baseline)Backbone=ResNet-12, Shots=5-shot2021.1183.67
MetaOptNet-SVMBackbone=ResNet-12, Shots=5-shot2021.1181.56
ProtoNet+LLSBackbone=ResNet-12, Shots=1-shot2021.1172.27
DeepEMDBackbone=ResNet-12, Shots=1-shot2021.1171.16
FEATBackbone=ResNet-12, Shots=1-shot2021.1170.8
CANBackbone=ResNet-12, Shots=1-shot2021.1169.89
Simple-ShotBackbone=WRN-28-10, Shots=1-shot2021.1169.75
MCT (Inst)Backbone=ResNet-12, Shots=1-shot2021.1169.66
ProtoNet* (baseline)Backbone=ResNet-12, Shots=1-shot2021.1167.67
MetaOptNet-SVMBackbone=ResNet-12, Shots=1-shot2021.1165.99