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Benchmarks
Binary Glaucoma Classification on Fundus image dataset (5-fold stratified cross-validation)
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99.42
Accuracy
GlaKG
86.7424
90.0337
93.325
96.6163
Jul 6, 2026
Accuracy
Precision
Recall
F1 Score
AUC
Updated 18d ago
Evaluation Results
Method
Method
Links
Accuracy
Precision
Recall
F1 Score
AUC
GlaKG
Input Modality=KG-fusi...
2026.07
99.42
100
99.06
99.53
99.88
GAT
Input Modality=KG subg...
2026.07
97.1
95.55
100
97.72
99.12
GCN
Input Modality=KG subg...
2026.07
90.72
92.77
92.27
92.47
96.41
GB
Input Modality=Image-o...
2026.07
88.69
87.71
95.09
91.24
94.87
LR
Input Modality=Image-o...
2026.07
88.54
89.45
92.5
90.94
94.17
MLP
Input Modality=Image-o...
2026.07
87.67
88.11
92.74
90.29
94.17
RF
Input Modality=Image-o...
2026.07
87.23
83.88
98.36
90.53
94.23
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