Multi-modal brain MRI synthesis on BraTS 2021 (test)
28.26PSNRCoPeDiT
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| CoPeDiTMissing Modalities=1, Category=Proposed Method2026.02 | 28.26 | 84.2 | 12.67 | |
| CoPeDiTMissing Modalities=2, Category=Proposed Method2026.02 | 28.13 | 83.1 | 13.25 | |
| CoPeDiTMissing Modalities=3, Category=Proposed Method2026.02 | 27.91 | 82.2 | 14.89 | |
| M2DNMissing Modalities=1, Category=Diffusion Model-based Methods2026.02 | 26.45 | 83 | 21.29 | |
| M2DNMissing Modalities=2, Category=Diffusion Model-based Methods2026.02 | 25.87 | 82 | 27.36 | |
| M2DNMissing Modalities=3, Category=Diffusion Model-based Methods2026.02 | 25.21 | 80.9 | 32.4 | |
| MMTMissing Modalities=1, Category=GAN-based Methods2026.02 | 25.19 | 82.4 | 24.53 | |
| MMGANMissing Modalities=1, Category=GAN-based Methods2026.02 | 24.71 | 81.7 | 27.94 | |
| Hyper-GAEMissing Modalities=1, Category=GAN-based Methods2026.02 | 24.65 | 81.3 | 28.97 | |
| MMTMissing Modalities=2, Category=GAN-based Methods2026.02 | 24.5 | 81.1 | 29.57 | |
| Hyper-GAEMissing Modalities=2, Category=GAN-based Methods2026.02 | 24.42 | 80.8 | 33.52 | |
| MMGANMissing Modalities=2, Category=GAN-based Methods2026.02 | 24.38 | 80.6 | 32.48 | |
| MMGANMissing Modalities=3, Category=GAN-based Methods2026.02 | 24.06 | 79.4 | 39.37 | |
| ControlNetMissing Modalities=1, Category=Diffusion Model-based Methods2026.02 | 23.98 | 80.8 | 34.09 | |
| MMTMissing Modalities=3, Category=GAN-based Methods2026.02 | 23.92 | 80.1 | 39.66 | |
| Hyper-GAEMissing Modalities=3, Category=GAN-based Methods2026.02 | 23.86 | 78.8 | 41.79 | |
| LDMMissing Modalities=1, Category=Diffusion Model-based Methods2026.02 | 23.84 | 80.5 | 36.47 | |
| ControlNetMissing Modalities=2, Category=Diffusion Model-based Methods2026.02 | 23.34 | 80.1 | 41.28 | |
| LDMMissing Modalities=2, Category=Diffusion Model-based Methods2026.02 | 23.12 | 79.8 | 45.93 | |
| ControlNetMissing Modalities=3, Category=Diffusion Model-based Methods2026.02 | 22.85 | 79.5 | 48.07 | |
| LDMMissing Modalities=3, Category=Diffusion Model-based Methods2026.02 | 22.65 | 79.1 | 52.5 |