| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| ECG Classification | CPSC 2018 | AUC98 | 36 | |
| ECG Classification | CPSC | AUC0.9651 | 24 | |
| ECG Classification | CPSC 2018 | Macro AUC (1%)71.7 | 17 | |
| ECG waveform reconstruction | CPSC 2018 (External val) | MAE0.0363 | 15 | |
| ECG Interpretation | CPSC 2018 | AUC69.3 | 15 | |
| Multi-Class Classification | CPSC 2018 | Macro AUC0.983 | 12 | |
| ECG classification | CPSC 2018 (test) | AUROC98.6 | 12 | |
| Multi-class classification | CPSC 2018 (test) | Macro AUC97.6 | 12 | |
| Multi-lead reconstruction | CPSC 2018 (test) | MSE0.4 | 10 | |
| Classification | CPSC | F1 Score61.06 | 10 | |
| Cardiovascular Disease Detection | CPSC 2018 | AUC0.828 | 10 | |
| Multi-Label Classification | CPSC 2018 | Macro AUC97.4 | 8 | |
| ECG Classification | CPSC (test) | AUC96.51 | 8 | |
| ECG classification | CPSC 2018 (official) | Precision68.06 | 8 | |
| Multi-label classification | CPSC 2018 (test) | Macro AUC96.7 | 8 | |
| Multi-label diagnostic classification | CPSC2018 Complete ECG setting | AUROC95.98 | 7 | |
| ECG Interpretation | CPSC 2018 Tier 1 (test) | PRAUC65 | 7 | |
| ECG classification | CPSC 2018 | AUROC96.5 | 7 | |
| ECG Classification | CPSC 2018 | Macro AUC97.9 | 7 | |
| Multi-label diagnostic classification | CPSC2018 12x1 ECG setting | AUROC95.89 | 6 | |
| Multi-label diagnostic classification | CPSC2018 4x3 ECG setting | AUROC94.75 | 6 | |
| ECG Classification | CPSC 2018 | Macro F171.88 | 6 | |
| ECG Modeling | CPSC | Accuracy73.7 | 6 | |
| ECG Classification | CPSC 2018 | F1 Score80.1 | 6 | |
| Physiological signal classification | CPSC ECG 2018 | Mean Score95.45 | 4 |