ECG Abnormality Detection on PTB-XL Super
83.4AUCGEM
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| GEMMethod Category=ECG-specialized Methods2026.02 | 83.4 | 75.8 | 11 | |
| PULSEMethod Category=ECG-specialized Methods2026.02 | 82.4 | 74.8 | 11 | |
| ECG-R1Method Category=Ours2026.02 | 81.7 | 73.7 | 11.4 | |
| MERLMethod Category=ECG-specialized Methods2026.02 | 74.2 | — | — | |
| ST-MEMMethod Category=ECG-specialized Methods2026.02 | 71.4 | — | — | |
| GPT-4oMethod Category=Proprietary MLLMs2026.02 | 55.6 | 28.3 | 26.2 | |
| Claude-3.5-SonnetMethod Category=Proprietary MLLMs2026.02 | 54 | 27.5 | 29.6 | |
| GPT-4o-miniMethod Category=Proprietary MLLMs2026.02 | 52 | 20.4 | 31.7 | |
| Gemini-1.5-ProMethod Category=Proprietary MLLMs2026.02 | 50.7 | 15.3 | 27.9 | |
| RandomMethod Category=Random2026.02 | 50.3 | 33.2 | 50.1 | |
| METSMethod Category=ECG-specialized Methods2026.02 | — | 65.7 | — |