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Cardiovascular Disease Detection on CPSC 2018

0.828AUCMERL
0.478560.569280.660.75072Feb 4, 2026

Evaluation results

MethodLinks
MERLMethod Category=ECG-specialized Methods2026.020.828——
GEMMethod Category=ECG-specialized Methods2026.020.79161.18.1
PULSEMethod Category=ECG-specialized Methods2026.020.76957.68.6
ECG-R1Method Category=Ours2026.020.74951.29.8
ST-MEMMethod Category=ECG-specialized Methods2026.020.704——
Claude-3.5-SonnetMethod Category=Proprietary MLLMs2026.020.52811.518.9
RandomMethod Category=Random2026.020.51215.128.8
GPT-4oMethod Category=Proprietary MLLMs2026.020.50910.618.2
Gemini-1.5-ProMethod Category=Proprietary MLLMs2026.020.5017.420.5
GPT-4o-miniMethod Category=Proprietary MLLMs2026.020.4921125.5