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ResearchFormerly WizWand

Few-shot classification on Aircraft

84.77AccuracyProtoNet + TDM
28.71443.26757.8272.373Jul 4, 2022Aug 16, 2022Sep 29, 2022Nov 12, 2022Dec 25, 2022Feb 7, 2023Mar 23, 2023
Updated 8mo ago

Evaluation results

MethodLinks
ProtoNet + TDMBackbone=ResNet-12, Shots=5-shot2022.0784.77
FRN† + TDMBackbone=ResNet-12, Shots=5-shot2022.0784.54
DSN+ + TDMBackbone=ResNet-12, Shots=5-shot2022.0783.65
CTX + TDMBackbone=ResNet-12, Shots=5-shot2022.0783.25
ProtoNetBackbone=ResNet-12, Shots=5-shot2022.0783.21
DSN+Backbone=ResNet-12, Shots=5-shot2022.0783.05
FRN†Backbone=ResNet-12, Shots=5-shot2022.0782.98
CTXBackbone=ResNet-12, Shots=5-shot2022.0779.31
DSN+ + TDMBackbone=ResNet-12, Shots=1-shot2022.0771.57
FRN† + TDMBackbone=Conv-4, Shots=5-shot2022.0771.37
ProtoNet + TDMBackbone=Conv-4, Shots=5-shot2022.0771.12
FRN† + TDMBackbone=ResNet-12, Shots=1-shot2022.0770.89
FRN†Backbone=Conv-4, Shots=5-shot2022.0770.84
CTX + TDMBackbone=Conv-4, Shots=5-shot2022.0770.45
DSN+Backbone=ResNet-12, Shots=1-shot2022.0770.23
FRN†Backbone=ResNet-12, Shots=1-shot2022.0769.58
DSN+ + TDMBackbone=Conv-4, Shots=5-shot2022.0769.56
CTX + TDMBackbone=ResNet-12, Shots=1-shot2022.0769.42
ProtoNet + TDMBackbone=ResNet-12, Shots=1-shot2022.0769.12
ProtoNetBackbone=Conv-4, Shots=5-shot2022.0768.96
DSN+Backbone=Conv-4, Shots=5-shot2022.0768.75
CTXBackbone=Conv-4, Shots=5-shot2022.0768.12
ProtoNetBackbone=ResNet-12, Shots=1-shot2022.0767.28
CTXBackbone=ResNet-12, Shots=1-shot2022.0765.53
CTX + TDMBackbone=Conv-4, Shots=1-shot2022.0755.15
FRN† + TDMBackbone=Conv-4, Shots=1-shot2022.0754.21
DSN+ + TDMBackbone=Conv-4, Shots=1-shot2022.0753.77
FRN†Backbone=Conv-4, Shots=1-shot2022.0753.12
DSN+Backbone=Conv-4, Shots=1-shot2022.0752.22
CTXBackbone=Conv-4, Shots=1-shot2022.0751.58
ProtoNet + TDMBackbone=Conv-4, Shots=1-shot2022.0750.55
ProtoNetBackbone=Conv-4, Shots=1-shot2022.0747.37
CoOpShots=4, Prompt type=tp2023.0333.18
ProGradShots=4, Prompt type=tp2023.0332.93
KgCoOpShots=4, Prompt type=tp2023.0332.47
CoCoOpShots=4, Prompt type=vp+tp2023.0330.87