Anatomy and Pathology Image Synthesis on ADNI3 (test)
0.023L1 LossPEPSI (Proposed)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| PEPSI (Proposed)Backbone=3D UNet2024.03 | 0.023 | 25.62 | 0.929 | |
| Brain-IDBackbone=3D UNet2024.03 | 0.026 | 23.74 | 0.879 | |
| SynthSRBackbone=3D UNet2024.03 | 0.027 | 23.25 | 0.906 | |
| PEPSI (SG-Anat)Backbone=3D UNet, Guidance=Single-guidance from MR-RAGE2024.03 | 0.027 | 23.96 | 0.916 | |
| PEPSI (No-Seg)Backbone=3D UNet, Supervision=No direct supervision from gold-standard pathology segmentations2024.03 | 0.027 | 23.5 | 0.919 | |
| PEPSI (Dir-Seg)Backbone=3D UNet, Supervision=Direct supervision from gold-standard pathology segmentations2024.03 | 0.029 | 23.61 | 0.915 | |
| PEPSI (Proposed)Backbone=3D UNet2024.03 | 0.034 | 21.77 | 0.914 | |
| PEPSI (No-Seg)Backbone=3D UNet, Supervision=No direct supervision from gold-standard pathology segmentations2024.03 | 0.0396 | 19.66 | 0.91 | |
| PEPSI (Dir-Seg)Backbone=3D UNet, Supervision=Direct supervision from gold-standard pathology segmentations2024.03 | 0.041 | 19.31 | 0.904 | |
| PEPSI (SG-Pathol)Backbone=3D UNet, Guidance=Single-guidance from FLAIR2024.03 | 0.044 | 18.65 | 0.911 |