Image Classification on ColorMNIST reversed (test)
50.93AccuracyConcept Distillation + L
Evaluation Results
| Method | Links | |
|---|---|---|
| Concept Distillation + LBias=Digit color, Intervention=Concept sets, Teacher Distillation=true, Additional Loss (+L)=true2023.11 | 50.93 | |
| Ours+LTraining Dataset=ColorMNIST2023.11 | 50.93 | |
| Ours+LTraining Dataset=TextureMNIST2023.11 | 45.36 | |
| Concept DistillationBias=Digit color, Intervention=Concept sets, Teacher Distillation=true2023.11 | 41.83 | |
| CDEPBias=Digit color, Intervention=User-provided rules2023.11 | 31 | |
| Concept LossBias=Digit color, Intervention=Concept sets, Teacher Distillation=false2023.11 | 26.97 | |
| CDEPTraining Dataset=ColorMNIST2023.11 | 23.38 | |
| BaseTraining Dataset=TextureMNIST2023.11 | 11.35 | |
| CDEPTraining Dataset=TextureMNIST2023.11 | 10.18 | |
| EGBias=Digit color, Intervention=User-provided rules2023.11 | 10 | |
| BaseBias=Digit color2023.11 | 0.1 | |
| RRRBias=Digit color, Intervention=User-provided rules2023.11 | 0.1 | |
| BaseTraining Dataset=ColorMNIST2023.11 | 0 |