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ResearchFormerly WizWand

Image Classification on ColorMNIST reversed (test)

50.93AccuracyConcept Distillation + L
-2.037211.713925.46539.2161Nov 26, 2023
Updated 8mo ago

Evaluation results

MethodLinks
Concept Distillation + LBias=Digit color, Intervention=Concept sets, Teacher Distillation=true, Additional Loss (+L)=true2023.1150.93
Ours+LTraining Dataset=ColorMNIST2023.1150.93
Ours+LTraining Dataset=TextureMNIST2023.1145.36
Concept DistillationBias=Digit color, Intervention=Concept sets, Teacher Distillation=true2023.1141.83
CDEPBias=Digit color, Intervention=User-provided rules2023.1131
Concept LossBias=Digit color, Intervention=Concept sets, Teacher Distillation=false2023.1126.97
CDEPTraining Dataset=ColorMNIST2023.1123.38
BaseTraining Dataset=TextureMNIST2023.1111.35
CDEPTraining Dataset=TextureMNIST2023.1110.18
EGBias=Digit color, Intervention=User-provided rules2023.1110
BaseBias=Digit color2023.110.1
RRRBias=Digit color, Intervention=User-provided rules2023.110.1
BaseTraining Dataset=ColorMNIST2023.110