ECG Anonymization on PhysioNet Benchmark Shared 500-window four-database (test)
0.966ReID ScorePrivECG
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| PrivECG2026.07 | 0.966 | 0.976 | 0.978 | 0.98 | 0.9981 | 0.3 | |
| Clean (no def.)2026.07 | 0.964 | 0.974 | 0.976 | 0.978 | 0.9982 | 0 | |
| Lee et al.2026.07 | 0.882 | 0.912 | 0.94 | 0.968 | 0.9975 | 3.17 | |
| TransECG2026.07 | 0.25 | 0.61 | 0.478 | 0.754 | 0.8185 | 14.8 | |
| REACT2026.07 | 0.21 | 0.584 | 0.462 | 0.818 | 0.9034 | 18.2 | |
| Noise-Gauss2026.07 | 0.058 | 0.572 | 0.304 | 0.77 | 0.6161 | 24 | |
| Noise-Lap2026.07 | 0.032 | 0.568 | 0.232 | 0.77 | 0.4653 | 33.7 | |
| Random chance2026.07 | 0.005 | 0.5 | 0.2 | — | — | — | |
| PP-VAE2026.07 | 0.004 | 0.452 | 0.252 | 0.11 | 0.6389 | 11.91 | |
| REAN2026.07 | 0 | 0.142 | 0.044 | 0.974 | 0.9991 | 5.56 |