Multi-modal brain MRI synthesis on IXI (test)
24.34PSNRCoPeDiT
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| CoPeDiTMissing Modalities=1, Category=Proposed Method2026.02 | 24.34 | 0.732 | 25.84 | |
| CoPeDiTMissing Modalities=2, Category=Proposed Method2026.02 | 23.92 | 0.721 | 32.53 | |
| M2DNMissing Modalities=1, Category=Diffusion Model-based Methods2026.02 | 23.47 | 0.715 | 42.52 | |
| M2DNMissing Modalities=2, Category=Diffusion Model-based Methods2026.02 | 22.81 | 0.702 | 55.64 | |
| MMTMissing Modalities=1, Category=GAN-based Methods2026.02 | 22.64 | 0.698 | 53.6 | |
| MMGANMissing Modalities=1, Category=GAN-based Methods2026.02 | 22.29 | 0.684 | 70.91 | |
| Hyper-GAEMissing Modalities=1, Category=GAN-based Methods2026.02 | 22.12 | 0.682 | 72.62 | |
| ControlNetMissing Modalities=1, Category=Diffusion Model-based Methods2026.02 | 21.83 | 0.681 | 81.26 | |
| MMTMissing Modalities=2, Category=GAN-based Methods2026.02 | 21.82 | 0.687 | 72.24 | |
| LDMMissing Modalities=1, Category=Diffusion Model-based Methods2026.02 | 21.36 | 0.679 | 86.62 | |
| MMGANMissing Modalities=2, Category=GAN-based Methods2026.02 | 21.13 | 0.668 | 93.57 | |
| ControlNetMissing Modalities=2, Category=Diffusion Model-based Methods2026.02 | 21.07 | 0.661 | 103.77 | |
| LDMMissing Modalities=2, Category=Diffusion Model-based Methods2026.02 | 20.94 | 0.654 | 112.57 | |
| Hyper-GAEMissing Modalities=2, Category=GAN-based Methods2026.02 | 20.91 | 0.662 | 98.79 |