PTB-XL
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Pathology detection from ECG data | PTB-XL (test) | AUC0.867 | 15 | |
| Classification | PTB-XL 2,183 samples (test) | Accuracy70.26 | 15 | |
| 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 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 | |
| ECG classification | PTB-XL Lead II | Dx Accuracy0.8307 | 8 | |
| Time-series Reconstruction | PTB-XL (test) | PRD76.81 | 8 | |
| 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 | |
| Normal vs. Conduction Disturbance (CD) Classification | PTB-XL (test) | Accuracy92.65 | 7 | |
| ECG classification | PTB-XL 100Hz (test) | All AUROC0.938 | 7 | |
| Report Generation | PTB-XL | LLM Score20.45 | 6 | |
| Classification | PTB-XL | PTB-XL Super Acc75.77 | 5 | |
| Question Answering | PTB-XL | Single Choice Accuracy83.67 | 3 | |
| Modality-to-text retrieval | PTB-XL | R@12.1 | 3 | |
| ECG report generation | PTB-XL subset of 500 expert-annotated reports | Medical Terminology Acc4.52 | 2 | |
| Question Answering | PTB-XL (test) | Single Choose Acc- | 0 | |
| ECG statement classification | PTB-XL 100 Hz | Accuracy (All)- | 0 | |
| Patient ECG matching | PTB-XL (gallery-probe) | Metric- | 0 |
Showing 24 of 24 rows