Anatomy and Pathology Image Synthesis on ATLAS (test)
0.038L1 LossPEPSI (Proposed)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PEPSI (Proposed)Backbone=3D UNet2024.03 | 0.038 | 21.69 | 0.897 | |
| PEPSI (SG-Anat)Backbone=3D UNet, Guidance=Single-guidance from MR-RAGE2024.03 | 0.052 | 16.54 | 0.845 | |
| PEPSI (No-Seg)Backbone=3D UNet, Supervision=No direct supervision from gold-standard pathology segmentations2024.03 | 0.052 | 18.46 | 0.861 | |
| Brain-IDBackbone=3D UNet2024.03 | 0.057 | 17.91 | 0.833 | |
| SynthSRBackbone=3D UNet2024.03 | 0.067 | 16.9 | 0.804 | |
| PEPSI (Dir-Seg)Backbone=3D UNet, Supervision=Direct supervision from gold-standard pathology segmentations2024.03 | 0.074 | 16.01 | 0.831 |