Anatomy and Pathology Image Synthesis on ISLES (test)
0.016L1 LossPEPSI (Proposed)
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| PEPSI (Proposed)Backbone=3D UNet2024.03 | 0.016 | 26.03 | 96.9 | |
| PEPSI (No-Seg)Backbone=3D UNet, Supervision=No direct supervision from gold-standard pathology segmentations2024.03 | 0.018 | 25.34 | 94.2 | |
| PEPSI (Proposed)Backbone=3D UNet2024.03 | 0.02 | 26.67 | 93.5 | |
| PEPSI (Dir-Seg)Backbone=3D UNet, Supervision=Direct supervision from gold-standard pathology segmentations2024.03 | 0.021 | 24.02 | 92.6 | |
| Brain-IDBackbone=3D UNet2024.03 | 0.021 | 24.42 | 89.9 | |
| PEPSI (SG-Pathol)Backbone=3D UNet, Guidance=Single-guidance from FLAIR2024.03 | 0.022 | 23.87 | 96.2 | |
| PEPSI (No-Seg)Backbone=3D UNet, Supervision=No direct supervision from gold-standard pathology segmentations2024.03 | 0.022 | 24.01 | 93.2 | |
| PEPSI (Dir-Seg)Backbone=3D UNet, Supervision=Direct supervision from gold-standard pathology segmentations2024.03 | 0.022 | 23.37 | 93.1 | |
| SynthSRBackbone=3D UNet2024.03 | 0.023 | 23.51 | 90.1 | |
| PEPSI (SG-Anat)Backbone=3D UNet, Guidance=Single-guidance from MR-RAGE2024.03 | 0.025 | 24.44 | 93 | |
| PEPSI (Proposed)Backbone=3D UNet2024.03 | 0.026 | 21.4 | 91.1 | |
| PEPSI (No-Seg)Backbone=3D UNet, Supervision=No direct supervision from gold-standard pathology segmentations2024.03 | 0.032 | 19.64 | 90.1 | |
| PEPSI (Dir-Seg)Backbone=3D UNet, Supervision=Direct supervision from gold-standard pathology segmentations2024.03 | 0.036 | 19.58 | 89.4 | |
| PEPSI (SG-Pathol)Backbone=3D UNet, Guidance=Single-guidance from FLAIR2024.03 | 0.043 | 18.87 | 90 |