Unsupervised Brain MRI Anomaly Detection on WMH
17.09Dice ScorecDDPM Smean
Evaluation results
| Method | Links | ||
|---|---|---|---|
| cDDPM SmeanAveraging=Multiple reconstructions2024.07 | 17.09 | 13.15 | |
| cDDPM SMHDMahalanobis Distance=Diagonal covariance matrix2024.07 | 16.82 | 13.34 | |
| cDDPM SSMHDMahalanobis Distance=Full covariance matrix2024.07 | 16.65 | 13.77 | |
| cDDPM2024.07 | 16.03 | 12.15 | |
| pDDPM2024.07 | 15.31 | 10.7 | |
| DDPM2024.07 | 13.91 | 9.15 | |
| DAE2024.07 | 11.14 | 7.92 | |
| VAE2024.07 | 9.52 | 5.71 | |
| AE2024.07 | 9.44 | 5.6 | |
| FAE2024.07 | 8.81 | 4.97 | |
| RD2024.07 | 7.48 | 4.22 | |
| PII2024.07 | 6.59 | 3.49 | |
| DRAEM2024.07 | 6.25 | 3.23 | |
| CM2024.07 | 5.59 | 2.7 |