PTB-XL
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Medical Time Series Classification | PTB-XL 5-Classes | Accuracy89.1 | 38 | |
| Clinical temporal classification | PTB-XL (test) | Macro-F174.59 | 24 | |
| ECG Classification | PTB-XL 18 (test) | Accuracy85.2 | 23 | |
| Pathology detection from ECG data | PTB-XL (test) | AUC0.896 | 21 | |
| Diagnostic classification | PTB-XL downstream (test) | AUROC92.39 | 19 | |
| ECG Classification | PTB-XL Form | AUC89.15 | 17 | |
| ECG Interpretation | PTB-XL Super | AUC75.2 | 15 | |
| Classification | PTB-XL 2,183 samples (test) | Accuracy70.26 | 15 | |
| ECG Classification | PTB-XL | Micro-F175.2 | 14 | |
| Multi-Class Classification | PTB-XL | Macro AUC0.943 | 13 | |
| 5-class ECG classification | PTB-XL ECG-5 (Cross-subject) | Accuracy73.94 | 13 | |
| Multi-class classification | PTB-XL (test) | Macro AUC92.8 | 13 | |
| 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 | |
| ECG classification | PTB-XL 18 | Accuracy85.2 | 11 | |
| 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 | |
| MI vs. Normal Classification | PTB-XL (Segmented) | Accuracy92.21 | 9 | |
| Electrocardiography Classification | PTB-XL Natural Distribution | Accuracy55.09 | 9 | |
| Electrocardiography Classification | PTB-XL IID Setting | Accuracy87.04 | 9 | |
| MI vs. Normal Classification | PTB-XL Full sequence | Accuracy95.83 | 8 | |
| ECG Classification | PTB-XL All v1.0.1 (test) | AUC92.7 | 8 |
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