Diagnostic classification on PTB-XL (test)
92.39AUROCImputeECG
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ImputeECGECG setting=12 × 1 ECG, Test input=Reconstructed2026.07 | 92.39 | 34.1 | |
| Ground truthECG setting=Complete ECG, Test input=Ground truth2026.07 | 92.36 | 34.27 | |
| ImputeECGECG setting=4 × 3 ECG, Test input=Reconstructed2026.07 | 92.28 | 33.88 | |
| ImputeECGECG setting=6 × 2 ECG, Test input=Reconstructed2026.07 | 92.25 | 34.18 | |
| ECGRecoverECG setting=12 × 1 ECG, Test input=Reconstructed2026.07 | 92.22 | 34.08 | |
| Pix2PixECG setting=12 × 1 ECG, Test input=Reconstructed2026.07 | 92.21 | 34.07 | |
| EKGANECG setting=12 × 1 ECG, Test input=Reconstructed2026.07 | 92.16 | 34.6 | |
| CycleGANECG setting=12 × 1 ECG, Test input=Reconstructed2026.07 | 92.15 | 34.29 | |
| No imputationECG setting=12 × 1 ECG, Test input=Masked input2026.07 | 91.88 | 33.27 | |
| ECGRecoverECG setting=6 × 2 ECG, Test input=Reconstructed2026.07 | 91.57 | 33.17 | |
| Pix2PixECG setting=6 × 2 ECG, Test input=Reconstructed2026.07 | 91.46 | 32.97 | |
| EKGANECG setting=6 × 2 ECG, Test input=Reconstructed2026.07 | 91.06 | 31.97 | |
| ECGRecoverECG setting=4 × 3 ECG, Test input=Reconstructed2026.07 | 90.89 | 31.21 | |
| CycleGANECG setting=6 × 2 ECG, Test input=Reconstructed2026.07 | 90.82 | 31.14 | |
| Pix2PixECG setting=4 × 3 ECG, Test input=Reconstructed2026.07 | 90.22 | 30.24 | |
| EKGANECG setting=4 × 3 ECG, Test input=Reconstructed2026.07 | 89.61 | 29.28 | |
| CycleGANECG setting=4 × 3 ECG, Test input=Reconstructed2026.07 | 88.78 | 26.92 | |
| No imputationECG setting=6 × 2 ECG, Test input=Masked input2026.07 | 87.43 | 27.41 | |
| No imputationECG setting=4 × 3 ECG, Test input=Masked input2026.07 | 70.43 | 13.13 |