PTB-XL
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Pathology detection from ECG data | PTB-XL (test) | AUC0.896 | 21 | |
| Classification | PTB-XL 2,183 samples (test) | Accuracy70.26 | 15 | |
| ECG Reconstruction | PTB-XL | RMSE0.054 | 12 | |
| Classification | PTB-XL | Accuracy70.26 | 12 | |
| Natural language generation | PTB-XL (test) | BLEU-10.539 | 12 | |
| ECG report generation | PTB-XL (test) | Precision74.5 | 12 | |
| Multi-class ECG Classification | PTB-XL | AUC93.4 | 10 | |
| ECG multi-label/multi-class classification | PTB-XL 1.0.1 (test) | All Category Accuracy93.9 | 10 | |
| ECG Abnormality Detection | PTB-XL Super | AUC83.4 | 10 | |
| Multi-class classification | PTB-XL (test) | AUC90.3 | 9 | |
| Electrocardiography Classification | PTB-XL Natural Distribution | Accuracy55.09 | 9 | |
| Electrocardiography Classification | PTB-XL IID Setting | Accuracy87.04 | 9 | |
| Diagnosis Grounding | PTB-XL SCP-Mapped | Accuracy76 | 8 | |
| ECG Report Generation | PTB-XL | Heart Rate (HR)0.18 | 8 | |
| Medical Explanation Generation | PTB-XL | CRC0.91 | 8 | |
| ECG classification | PTB-XL Lead II | Dx Accuracy0.8307 | 8 | |
| Time-series Reconstruction | PTB-XL (test) | PRD76.81 | 8 | |
| Time Series Reasoning | PTB-XL | Accuracy51.7 | 7 | |
| Rhythm Classification | PTB-XL (test) | Macro AUC0.966 | 7 | |
| Multi-label ECG classification | PTB-XL | AUC93.1 | 7 | |
| ECG Classification | PTB-XL 100 Hz | Accuracy (All)94.1 | 7 | |
| Medical Time Series Classification | PTB-XL | F1-Score62.54 | 7 | |
| Normal vs. ST/T Changes (STTC) Classification | PTB-XL (test) | Accuracy93.31 | 7 | |
| Normal vs. Myocardial Infarction (MI) Classification | PTB-XL (test) | Accuracy92.11 | 7 | |
| Normal vs. Hypertrophy (HYP) Classification | PTB-XL (test) | Accuracy90.94 | 7 |
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