Unsupervised Brain MRI Anomaly Detection on MSLUB
15.44DicecDDPM SSMHD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| cDDPM SSMHDMahalanobis Distance=Full covariance matrix2024.07 | 15.44 | 11.47 | |
| cDDPM SMHDMahalanobis Distance=Diagonal covariance matrix2024.07 | 12.25 | 7.99 | |
| cDDPM SmeanAveraging=Multiple reconstructions2024.07 | 11.75 | 7.75 | |
| cDDPM2024.07 | 11.58 | 7.76 | |
| pDDPM2024.07 | 10.37 | 6.4 | |
| DDPM2024.07 | 9.97 | 6.03 | |
| PII2024.07 | 9.46 | 5.21 | |
| DAE2024.07 | 8.35 | 5.64 | |
| FAE2024.07 | 6.85 | 4.02 | |
| RD2024.07 | 6.48 | 3.66 | |
| VAE2024.07 | 6.33 | 3.67 | |
| AE2024.07 | 6.22 | 3.55 | |
| DRAEM2024.07 | 5.78 | 2.66 | |
| CM2024.07 | 5.24 | 2.59 |