Unsupervised Brain MRI Anomaly Detection on BRATS
64.72DicecDDPM SSMHD
Evaluation results
| Method | Links | ||
|---|---|---|---|
| cDDPM SSMHDMahalanobis Distance=Full covariance matrix2024.07 | 64.72 | 69.34 | |
| DAE2024.07 | 62.93 | 47.57 | |
| cDDPM SmeanAveraging=Multiple reconstructions2024.07 | 58.53 | 61.28 | |
| cDDPM SMHDMahalanobis Distance=Diagonal covariance matrix2024.07 | 58.47 | 68.55 | |
| FAE2024.07 | 44.6 | 58.53 | |
| pDDPM2024.07 | 43.75 | 59.14 | |
| PII2024.07 | 40.83 | 53.39 | |
| AE2024.07 | 36.69 | 54.26 | |
| VAE2024.07 | 36.04 | 54.39 | |
| DDPM2024.07 | 32.84 | 54.31 | |
| DRAEM2024.07 | 32.75 | 47.57 | |
| RD2024.07 | 32.57 | 36.49 | |
| cDDPM2024.07 | 27.13 | 19.42 | |
| CM2024.07 | 20.47 | 49.46 |