Voxel-wise Anomaly Detection on BRATS 2018 (test)
71.6DICEIF 3D
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| IF 3DDimensionality=3D, Resolution=original high-resolution (300 voxel HCP and 240 BRATS), IT (s)=64.12021.06 | 71.6 | 67.2 | 0.155 | 77.1 | 99.4 | 3.86 | |
| IF 3DDimensionality=3D, IT (s)=51.12021.06 | 68.1 | 64 | 0.177 | 73.3 | 99.2 | 4.62 | |
| IF 2DDimensionality=2D, IT (s)=55.42021.06 | 61.2 | 55.5 | 0.178 | 66.5 | 99.1 | 4.56 | |
| VQ-VAEDimensionality=2D, Latent dimensions=20x20, Restorations=8, IT (s)=293.12021.06 | 56.8 | 51.8 | 0.188 | 59.3 | 97.2 | 13.66 | |
| VAEDimensionality=2D, Latent dimensions=10, Reconstruction loss=L1, IT (s)=0.12021.06 | 47.2 | 44.7 | 0.161 | 47.7 | 94.9 | 22.29 | |
| VAE restorationDimensionality=2D, Latent dimensions=128, Restoration steps=500, IT (s)=79.12021.06 | 41.7 | 39 | 0.146 | 41.3 | 93.6 | 24.48 |