ECG Classification on PTB-XL Form
89.15AUCSTMEM
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| STMEMEvaluation Protocol=Linear Probing2026.05 | 89.15 | 45.68 | 92.24 | |
| MERITEvaluation Protocol=Linear Probing2026.05 | 87.76 | 44.14 | 91.54 | |
| D-BETAEvaluation Protocol=Linear Probing2026.05 | 85.23 | 39.16 | 90.68 | |
| ECG-ChatEvaluation Protocol=Linear Probing2026.05 | 84.17 | 39.58 | 89.32 | |
| MERLEvaluation Protocol=Linear Probing2026.05 | 83.72 | 36.47 | 88.99 | |
| QoQEvaluation Protocol=Linear Probing2026.05 | 81.01 | 31.78 | 87.29 | |
| HeartLangLabel Fraction=100%, Evaluation Protocol=Linear Probing2026.05 | 80.23 | — | — | |
| ECG-FMEvaluation Protocol=Linear Probing2026.05 | 78.19 | 31.06 | 85.26 | |
| ESIEvaluation Protocol=Linear Probing2026.05 | 77.34 | 30.81 | 84.19 | |
| LVCGLabel Fraction=100%, Evaluation Protocol=Linear Probing2026.05 | 71.24 | — | — | |
| HeartLangLabel Fraction=10%, Evaluation Protocol=Linear Probing2026.05 | 63.99 | — | — | |
| SimCLRLabel Fraction=100%, Evaluation Protocol=Linear Probing2026.05 | 62.52 | — | — | |
| LVCGLabel Fraction=10%, Evaluation Protocol=Linear Probing2026.05 | 59.12 | — | — | |
| HeartLangLabel Fraction=1%, Evaluation Protocol=Linear Probing2026.05 | 58.7 | — | — | |
| SimCLRLabel Fraction=10%, Evaluation Protocol=Linear Probing2026.05 | 56.97 | — | — | |
| SimCLRLabel Fraction=1%, Evaluation Protocol=Linear Probing2026.05 | 54.98 | — | — | |
| LVCGLabel Fraction=1%, Evaluation Protocol=Linear Probing2026.05 | 52.28 | — | — |