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ResearchFormerly WizWand

Robust Classification on Waterbirds (test)

92.9WGADFR
25.986443.358260.7378.1018Oct 5, 2025Nov 13, 2025Dec 23, 2025Feb 1, 2026Mar 13, 2026Apr 22, 2026Jun 1, 2026
Updated 4mo ago

Evaluation results

MethodLinks
DFR2025.1092.994.2
DaC2025.1092.395.3
AFR2025.1090.494.2
CnC2025.1088.590.9
JTT2025.1086.793.6
GroupDRO2025.108696
TCSL-CSGroup Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.0683.7196.87
SelfSup (Hist)Group Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.0682.2497.93
RGbalGroup Info Train=✓, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.0681.5297.88
D2 (EL2N+ResNet)Group Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.0681.2698.09
EL2N (Top)Group Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.0681.0798.07
SelfSup (Top)Group Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.0680.8998.09
EL2N (Hist)Group Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.0680.4997.86
D2 (SelfSup+ResNet)Group Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.0679.7597.93
RandomGroup Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.0679.4497.83
EIIL2025.1078.796.9
D2 (EL2N+CLIP)Group Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.0677.0597.75
D2 (SelfSup+CLIP)Group Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.0673.6297.76
SEG-MIL-CBMgroup label usage=validation selection and evaluation only2025.107285.73
SelfSup (Bot)Group Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.0661.6396.13
ERM2025.106097.3
EL2N (Bot)Group Info Train=x, r (keep ratio)=0.8, Retraining Protocol=CB ERM2026.0628.5694.81