Counterfactual Explanations on cancer
48.6ValidityGS
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| GSensemble=adversarial2025.02 | 48.6 | 229.332 | 1 | 228.162 | 64.7 | 83.737 | |
| GSensemble=DARE2025.02 | 48.4 | 287.329 | 1 | 286.025 | 65.2 | — | |
| GS2025.02 | 48.2 | 358.21 | 1 | 356.85 | 64.9 | — | |
| FACEensemble=adversarial2025.02 | 35.7 | 2.336 | 0.999 | 0 | 79 | 0.801 | |
| FACEensemble=DARE2025.02 | 29.9 | 2.208 | 1 | 0 | 81.3 | 0.792 | |
| FACE2025.02 | 29.5 | 2.048 | 1 | 0 | 84.1 | 0.629 | |
| DICEensemble=adversarial2025.02 | 17.5 | 2.513 | 0.999 | 0.868 | 77.2 | 0.686 | |
| uncertainty+densemble=adversarial2025.02 | 12.3 | 299.481 | 1 | 297.798 | 88.3 | 120.468 | |
| DICE2025.02 | 8.8 | 2.396 | 0.999 | 0.744 | 77.8 | 0.699 | |
| uncertainty+d2025.02 | 7.5 | 303.835 | 1 | 302.38 | 89.9 | 118.131 | |
| uncertainty2025.02 | 5.6 | 695.644 | 1 | 694.447 | 79.1 | 156.913 | |
| uncertaintyensemble=adversarial2025.02 | 5.2 | 637.917 | 1 | 636.526 | 79.1 | 127.706 | |
| DICEensemble=DARE2025.02 | 4.6 | 2.431 | 0.999 | 0.771 | 79.1 | 0.651 | |
| uncertaintyensemble=DARE2025.02 | 3.2 | 782.271 | 1 | 780.417 | 79.2 | 146.421 | |
| uncertainty+densemble=DARE2025.02 | 1.4 | 754.978 | 1 | 753.606 | 79.2 | 175.207 |