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ResearchFormerly WizWand

Anatomy and Pathology Image Synthesis on ADNI3 (test)

0.023L1 LossPEPSI (Proposed)
0.022160.027830.03350.03917Mar 10, 2024
Updated 8mo ago

Evaluation results

MethodLinks
PEPSI (Proposed)Backbone=3D UNet2024.030.02325.620.929
Brain-IDBackbone=3D UNet2024.030.02623.740.879
SynthSRBackbone=3D UNet2024.030.02723.250.906
PEPSI (SG-Anat)Backbone=3D UNet, Guidance=Single-guidance from MR-RAGE2024.030.02723.960.916
PEPSI (No-Seg)Backbone=3D UNet, Supervision=No direct supervision from gold-standard pathology segmentations2024.030.02723.50.919
PEPSI (Dir-Seg)Backbone=3D UNet, Supervision=Direct supervision from gold-standard pathology segmentations2024.030.02923.610.915
PEPSI (Proposed)Backbone=3D UNet2024.030.03421.770.914
PEPSI (No-Seg)Backbone=3D UNet, Supervision=No direct supervision from gold-standard pathology segmentations2024.030.039619.660.91
PEPSI (Dir-Seg)Backbone=3D UNet, Supervision=Direct supervision from gold-standard pathology segmentations2024.030.04119.310.904
PEPSI (SG-Pathol)Backbone=3D UNet, Guidance=Single-guidance from FLAIR2024.030.04418.650.911