Image Classification (Spurious Correlation Robustness) on ISIC
0.959Overall AUROCNCT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| NCTuses training group labels=false, uses validation group labels=false, inference-time interpretability=true2026.06 | 0.959 | 0.924 | 0.88 | |
| EIILuses training group labels=false, uses validation group labels=true, inference-time interpretability=false2026.06 | 0.958 | 0.921 | 0.877 | |
| DFRuses training group labels=false, uses validation group labels=true, inference-time interpretability=false2026.06 | 0.957 | 0.922 | 0.876 | |
| ERMuses training group labels=false, uses validation group labels=false, inference-time interpretability=false2026.06 | 0.957 | 0.922 | 0.875 | |
| ExMapuses training group labels=false, uses validation group labels=false, inference-time interpretability=false2026.06 | 0.957 | 0.923 | 0.878 | |
| CnCuses training group labels=false, uses validation group labels=true, inference-time interpretability=false2026.06 | 0.951 | 0.915 | 0.87 | |
| Group DROuses training group labels=true, uses validation group labels=true, inference-time interpretability=false2026.06 | 0.933 | 0.923 | 0.875 | |
| GEORGEuses training group labels=false, uses validation group labels=false, inference-time interpretability=false2026.06 | 0.927 | 0.912 | 0.876 | |
| JTTuses training group labels=false, uses validation group labels=true, inference-time interpretability=false2026.06 | 0.892 | 0.862 | 0.827 |