Counterfactual Explanations on PneumoniaMNIST (test)
1.157IM1Schut
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| SchutBackbone=BNN2026.01 | 1.157 | 5.35 | 1.015 | 91.2 | |
| SchutModel=BNN2026.01 | 1.157 | 5.35 | 1.015 | 91.2 | |
| ROARBackbone=BNN2026.01 | 1.155 | 5.273 | 1.079 | 88 | |
| WachterUncertainty Estimation=MC Dropout2026.01 | 1.131 | 5.272 | 1.299 | 98 | |
| ROARUncertainty Estimation=MC Dropout2026.01 | 1.109 | 5.312 | 1.346 | 98.4 | |
| WachterBackbone=BNN2026.01 | 1.074 | 5.624 | 1.191 | 98.6 | |
| BayesCFBackbone=BNN2026.01 | 1.062 | 5.687 | 1.191 | 98.4 | |
| BayesCFUncertainty Estimation=MC Dropout2026.01 | 1.062 | 5.647 | 0.597 | 100 | |
| BayesCFInference Method=MC Dropout2026.01 | 1.062 | 5.647 | 0.597 | 100 | |
| BayesCFModel=BNN2026.01 | 1.062 | 5.687 | 1.191 | 98.4 | |
| SchutUncertainty Estimation=MC Dropout2026.01 | 1.031 | 6.066 | 0.77 | 100 | |
| SchutInference Method=MC Dropout2026.01 | 1.031 | 6.066 | 0.77 | 100 | |
| PSCEBackbone=BNN2026.01 | 0.63 | 4.465 | 0.255 | 99.8 | |
| PSCEModel=BNN2026.01 | 0.63 | 4.465 | 0.255 | 99.8 | |
| PSCEUncertainty Estimation=MC Dropout2026.01 | 0.545 | 4.489 | 0.098 | 99.4 | |
| PSCEInference Method=MC Dropout2026.01 | 0.545 | 4.489 | 0.098 | 99.4 |