ECG Classification on PTB-XL, CPSC2018, CSN Cross-domain (test)
88.21AUC (PTBXL-Super -> CPSC2018)MERL
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| MERLZero-shot=true, Training Ratio=0%, Input Modality=10s Signal2026.04 | 88.21 | 78.01 | 76.77 | 76.56 | 74.15 | 82.86 | 79.42 | |
| MELPZero-shot=true, Training Ratio=0%, Input Modality=10s Signal2026.04 | 87.75 | 74.11 | 77.89 | 80.32 | 74.67 | 82.72 | 79.58 | |
| ECG-ScanZero-shot=true, Training Ratio=0%, Input Modality=Image2026.04 | 84.27 | 73.26 | 84.37 | 80.31 | 77.22 | 80.88 | 80.05 | |
| ST-MEMZero-shot=false, Training Ratio=100%, Input Modality=10s Signal2026.04 | 76.12 | 84.5 | 62.27 | 75.19 | 73.05 | 64.66 | 72.63 | |
| D-BETAZero-shot=true, Training Ratio=0%, Input Modality=10s Signal2026.04 | 72.09 | 79.11 | 77.12 | 82.91 | 76.24 | 80.1 | 77.93 | |
| TS-TCCZero-shot=false, Training Ratio=100%, Input Modality=10s Signal2026.04 | 71.32 | 75.16 | 58.47 | 68.34 | 61.55 | 64.48 | 66.55 | |
| BYOLZero-shot=false, Training Ratio=100%, Input Modality=10s Signal2026.04 | 70.27 | 74.01 | 57.32 | 67.56 | 60.39 | 63.24 | 65.63 | |
| CRTZero-shot=false, Training Ratio=100%, Input Modality=10s Signal2026.04 | 70.15 | 74.08 | 57.39 | 67.62 | 60.48 | 63.33 | 65.51 | |
| SimSiamZero-shot=false, Training Ratio=100%, Input Modality=10s Signal2026.04 | 70.06 | 73.92 | 57.21 | 67.48 | 60.23 | 63.09 | 65.33 | |
| SimCLRZero-shot=false, Training Ratio=100%, Input Modality=10s Signal2026.04 | 69.62 | 73.05 | 56.65 | 66.36 | 59.74 | 62.11 | 65.22 | |
| MoCo-v3Zero-shot=false, Training Ratio=100%, Input Modality=10s Signal2026.04 | 69.41 | 73.29 | 56.54 | 66.12 | 59.82 | 62.07 | 64.21 | |
| ASTCLZero-shot=false, Training Ratio=100%, Input Modality=10s Signal2026.04 | 69.23 | 73.18 | 56.61 | 66.27 | 59.74 | 62.12 | 64.19 | |
| BarlowTwinsZero-shot=false, Training Ratio=100%, Input Modality=10s Signal2026.04 | 68.98 | 72.85 | 55.97 | 65.89 | 58.76 | 61.35 | 64.13 | |
| CLOCSZero-shot=false, Training Ratio=100%, Input Modality=10s Signal2026.04 | 68.79 | 72.64 | 55.86 | 65.73 | 58.69 | 61.27 | 63.83 |