Image Classification (Spurious Correlation Robustness) on UMNIST
97.1WGADFR
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| DFRuses training group labels=false, uses validation group labels=true, inference-time interpretability=false2026.06 | 97.1 | 97.8 | |
| Group DROuses training group labels=true, uses validation group labels=true, inference-time interpretability=false2026.06 | 96.8 | 98 | |
| ExMapuses training group labels=false, uses validation group labels=false, inference-time interpretability=false2026.06 | 96.7 | 97.6 | |
| GEORGEuses training group labels=false, uses validation group labels=false, inference-time interpretability=false2026.06 | 95.7 | 98.1 | |
| EIILuses training group labels=false, uses validation group labels=true, inference-time interpretability=false2026.06 | 94 | 97.6 | |
| ERMuses training group labels=false, uses validation group labels=false, inference-time interpretability=false2026.06 | 93.9 | 98.7 | |
| NCTuses training group labels=false, uses validation group labels=false, inference-time interpretability=true2026.06 | 93.7 | 97.5 | |
| CnCuses training group labels=false, uses validation group labels=true, inference-time interpretability=false2026.06 | 92.8 | 97.3 | |
| JTTuses training group labels=false, uses validation group labels=true, inference-time interpretability=false2026.06 | 92.2 | 98.5 |