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ECG Abnormality Detection on PTB-XL Super
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83.4
AUC
GEM
48.976
57.913
66.85
75.787
Feb 4, 2026
AUC
F1 Score
HL
Updated 3mo ago
Evaluation Results
Method
Method
Links
AUC
F1 Score
HL
GEM
Method Category=ECG-sp...
2026.02
83.4
75.8
11
PULSE
Method Category=ECG-sp...
2026.02
82.4
74.8
11
ECG-R1
Method Category=Ours
2026.02
81.7
73.7
11.4
MERL
Method Category=ECG-sp...
2026.02
74.2
-
-
ST-MEM
Method Category=ECG-sp...
2026.02
71.4
-
-
GPT-4o
Method Category=Propri...
2026.02
55.6
28.3
26.2
Claude-3.5-Sonnet
Method Category=Propri...
2026.02
54
27.5
29.6
GPT-4o-mini
Method Category=Propri...
2026.02
52
20.4
31.7
Gemini-1.5-Pro
Method Category=Propri...
2026.02
50.7
15.3
27.9
Random
Method Category=Random
2026.02
50.3
33.2
50.1
METS
Method Category=ECG-sp...
2026.02
-
65.7
-
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