ECG Classification on CPSC 2018 (AUC)
98AUCECG-JEPAmb
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ECG-JEPAmbTraining Protocol=Fine-tuning2024.10 | 98 | — | |
| ST-MEMTraining Protocol=Fine-tuning2024.10 | 97.7 | — | |
| ECG-JEPArbTraining Protocol=Fine-tuning2024.10 | 97.6 | — | |
| ST-MEMTraining Protocol=Fine-tuning2024.10 | 97.3 | — | |
| ECG-JEPArbTraining Protocol=Fine-tuning2024.10 | 97.3 | — | |
| MLAETraining Protocol=Fine-tuning2024.10 | 97.3 | — | |
| ECG-JEPAmbTraining Protocol=Fine-tuning2024.10 | 96.9 | — | |
| MoCo v3Training Protocol=Fine-tuning2024.10 | 96.7 | — | |
| MTAETraining Protocol=Fine-tuning2024.10 | 96.1 | — | |
| SimCLRTraining Protocol=Fine-tuning2024.10 | 95.5 | — | |
| ECG-FMTraining Protocol=Fine-tuning2024.10 | 94.7 | — | |
| ECG-ScanTraining Size=100%, Input Modality=Image2026.04 | 94.6 | — | |
| SimCLRTraining Protocol=Fine-tuning2024.10 | 93.6 | — | |
| SPOTRApplicable scope=Physiological signals, Evaluation protocol=Linear Probing2026.06 | 92.33 | 3 | |
| KEDTraining Protocol=Fine-tuning2024.10 | 92.3 | — | |
| ECG-FMTraining Protocol=Fine-tuning2024.10 | 92.2 | — | |
| SupervisedTraining Protocol=Fine-tuning2024.10 | 89.2 | — | |
| KEDTraining Protocol=Fine-tuning2024.10 | 89.1 | — | |
| ECG-ScanTraining Size=10%, Input Modality=Image2026.04 | 88.8 | — | |
| SupervisedTraining Protocol=Fine-tuning2024.10 | 88.4 | — | |
| LVCGLabel Fraction=100%, Evaluation Protocol=Linear Probing2026.05 | 84.15 | — | |
| LVCGLabel Fraction=10%, Evaluation Protocol=Linear Probing2026.05 | 79.44 | — | |
| HeartLangLabel Fraction=100%, Evaluation Protocol=Linear Probing2026.05 | 77.87 | — | |
| ECG-ScanTraining Size=1%, Input Modality=Image2026.04 | 77.7 | — | |
| SimCLRLabel Fraction=100%, Evaluation Protocol=Linear Probing2026.05 | 76.54 | — | |
| SimCLRTraining Size=100%, Input Modality=10s Signal2026.04 | 76.5 | — | |
| LVCGLabel Fraction=1%, Evaluation Protocol=Linear Probing2026.05 | 71.09 | — | |
| HeartLangApplicable scope=ECG-only, Evaluation protocol=Linear Probing2026.06 | 69.87 | 39 | |
| SimCLRLabel Fraction=10%, Evaluation Protocol=Linear Probing2026.05 | 68.52 | — | |
| SimCLRTraining Size=10%, Input Modality=10s Signal2026.04 | 68.5 | — | |
| HeartLangLabel Fraction=10%, Evaluation Protocol=Linear Probing2026.05 | 66.26 | — | |
| HeartLangLabel Fraction=1%, Evaluation Protocol=Linear Probing2026.05 | 60.44 | — | |
| SimCLRTraining Size=1%, Input Modality=10s Signal2026.04 | 59.8 | — | |
| SimCLRLabel Fraction=1%, Evaluation Protocol=Linear Probing2026.05 | 59.78 | — | |
| MOMENTApplicable scope=Time-series, Evaluation protocol=Linear Probing2026.06 | 58.9 | 92 | |
| ST-MEMApplicable scope=ECG-only, Evaluation protocol=Linear Probing2026.06 | 53.56 | 38 |