Disease Diagnosis on ChestX-ray14 (test)
0.776Worst-case AUCneutralized-CNN (Reported from Hu et al.)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| neutralized-CNN (Reported from Hu et al.)Attribute=Sex2026.01 | 0.776 | 0.006 | 0.003 | |
| neutralized-CNN (Reported from Hu et al.)Attribute=Age2026.01 | 0.765 | 0.022 | 0.011 | |
| Original (baseline)Attribute=Sex2026.01 | 0.76 | 0.031 | 0.016 | |
| Balanced samplingAttribute=Sex2026.01 | 0.749 | 0.03 | 0.015 | |
| neutralized–ViTAttribute=Sex2026.01 | 0.746 | 0.026 | 0.013 | |
| Balanced samplingAttribute=Age2026.01 | 0.737 | 0.049 | 0.025 | |
| Original (baseline)Attribute=Age2026.01 | 0.731 | 0.052 | 0.026 | |
| Manifold-MixupAttribute=Sex2026.01 | 0.711 | 0.031 | 0.016 | |
| neutralized–ViTAttribute=Age2026.01 | 0.698 | 0.053 | 0.026 | |
| Manifold-MixupAttribute=Age2026.01 | 0.638 | 0.043 | 0.022 | |
| MixupAttribute=Sex2026.01 | 0.628 | 0.036 | 0.018 | |
| MixupAttribute=Age2026.01 | 0.609 | 0.026 | 0.013 | |
| neutralized–CNNAttribute=Age2026.01 | 0.49 | 0.019 | 0.009 | |
| neutralized–CNNAttribute=Sex2026.01 | 0.486 | 0.022 | 0.011 |