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ResearchFormerly WizWand

Multi-modal brain MRI synthesis on BraTS 2021 (test)

28.26PSNRCoPeDiT
22.425623.940325.45526.9697Feb 20, 2026
Updated 8mo ago

Evaluation results

MethodLinks
CoPeDiTMissing Modalities=1, Category=Proposed Method2026.0228.2684.212.67
CoPeDiTMissing Modalities=2, Category=Proposed Method2026.0228.1383.113.25
CoPeDiTMissing Modalities=3, Category=Proposed Method2026.0227.9182.214.89
M2DNMissing Modalities=1, Category=Diffusion Model-based Methods2026.0226.458321.29
M2DNMissing Modalities=2, Category=Diffusion Model-based Methods2026.0225.878227.36
M2DNMissing Modalities=3, Category=Diffusion Model-based Methods2026.0225.2180.932.4
MMTMissing Modalities=1, Category=GAN-based Methods2026.0225.1982.424.53
MMGANMissing Modalities=1, Category=GAN-based Methods2026.0224.7181.727.94
Hyper-GAEMissing Modalities=1, Category=GAN-based Methods2026.0224.6581.328.97
MMTMissing Modalities=2, Category=GAN-based Methods2026.0224.581.129.57
Hyper-GAEMissing Modalities=2, Category=GAN-based Methods2026.0224.4280.833.52
MMGANMissing Modalities=2, Category=GAN-based Methods2026.0224.3880.632.48
MMGANMissing Modalities=3, Category=GAN-based Methods2026.0224.0679.439.37
ControlNetMissing Modalities=1, Category=Diffusion Model-based Methods2026.0223.9880.834.09
MMTMissing Modalities=3, Category=GAN-based Methods2026.0223.9280.139.66
Hyper-GAEMissing Modalities=3, Category=GAN-based Methods2026.0223.8678.841.79
LDMMissing Modalities=1, Category=Diffusion Model-based Methods2026.0223.8480.536.47
ControlNetMissing Modalities=2, Category=Diffusion Model-based Methods2026.0223.3480.141.28
LDMMissing Modalities=2, Category=Diffusion Model-based Methods2026.0223.1279.845.93
ControlNetMissing Modalities=3, Category=Diffusion Model-based Methods2026.0222.8579.548.07
LDMMissing Modalities=3, Category=Diffusion Model-based Methods2026.0222.6579.152.5