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Benchmarks
OMI Classification on MIMIC-IV-ECG (external cohort)
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15.2
PR AUC
Merl-R18
5.632
8.116
10.6
13.084
May 25, 2026
PR AUC
ROC AUC
Sensitivity
Specificity
F1 Score
MCC
Updated 8d ago
Evaluation Results
Method
Method
Links
PR AUC
ROC AUC
Sensitivity
Specificity
F1 Score
MCC
Merl-R18
Backbone=ResNet-18
2026.05
15.2
84.6
7
99.8
11.9
0.159
ECGCLIP-R18
Backbone=ResNet-18
2026.05
7
81.7
8.4
98.4
8.7
0.07
ECGCLIP-R34
Backbone=ResNet-34
2026.05
6.9
82.3
7.4
98.4
7.8
0.062
Random Init-R18
Backbone=ResNet-18
2026.05
6
79.5
7.4
98.2
7.4
0.056
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