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Benchmarks
Glaucoma Detection on FairFundus Gender Partition (5 Fold Cross-Validation)
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1.09
DPD
FairEnc
1.0316
1.4258
1.82
2.2142
May 6, 2026
DPD
DEOdds
AUC
ES-AUC
AUC (Female Group)
AUC (Male Group)
Worst Group AUC
Updated 27d ago
Evaluation Results
Method
Method
Links
DPD
DEOdds
AUC
ES-AUC
AUC (Female Group)
AUC (Male Group)
Worst Group AUC
FairEnc
Protocol=5 Fold Cross-...
2026.05
1.09
2.53
71.66
67.55
71.82
69.96
69.96
FairMoE
Protocol=5 Fold Cross-...
2026.05
1.14
2.56
71.58
68.26
72.14
69.6
69.6
CLIP
Protocol=5 Fold Cross-...
2026.05
2.18
3.31
75.14
70.44
76.01
72.88
72.88
JTT CLIP
Protocol=5 Fold Cross-...
2026.05
2.22
3.19
75.02
71.81
75.06
73.65
73.65
Robust FairCLIP
Protocol=5 Fold Cross-...
2026.05
2.5
4.58
74.32
70.25
75.07
72.45
72.45
FairCLIP
Protocol=5 Fold Cross-...
2026.05
2.55
4.89
75.08
71.42
73.78
74.63
73.78
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