MRI Synthesis on BraTS 2023
28.705PSNR (dB)3D-MC-SAGAN
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| 3D-MC-SAGAN2D/3D=3D2026.03 | 28.705 | 95.7 | — | 0.0014 | |
| 3D-MC-SAGAN2D/3D=3D2026.03 | 28.344 | 95.3 | — | 0.0016 | |
| 3D-mADUNet2D/3D=3D2026.03 | 28.314 | 94.7 | — | 0.0017 | |
| TC-MGAN2D/3D=2D2026.03 | 28.196 | 94.4 | — | 0.0022 | |
| Cwdm2D/3D=3D2026.03 | 27.857 | 94.3 | — | 0.0018 | |
| Cwdm2D/3D=3D2026.03 | 27.124 | 93.5 | — | 0.0022 | |
| TC-MGAN2D/3D=2D2026.03 | 26.816 | 94.1 | — | 0.0028 | |
| Ea-GAN2D/3D=3D2026.03 | 26.653 | 93.9 | — | 0.0024 | |
| ResViT2D/3D=2D2026.03 | 26.623 | 92.5 | — | 0.0025 | |
| MT-Net2D/3D=2D2026.03 | 26.342 | 89.1 | — | 0.0033 | |
| Ea-GAN2D/3D=3D2026.03 | 26.041 | 94.5 | — | 0.0026 | |
| CodeBrainScenario=M→O2025.01 | 25.79 | 91.12 | 19.84 | — | |
| ResViT2D/3D=2D2026.03 | 25.556 | 91.4 | — | 0.0031 | |
| Zhang et al.Scenario=M→O2025.01 | 25.54 | 90.72 | 20.2 | — | |
| CodeBrainScenario=mean2025.01 | 25.31 | 90.49 | 21.01 | — | |
| MMTScenario=M→O2025.01 | 25.11 | 90.3 | 21.22 | — | |
| MT-Net2D/3D=2D2026.03 | 25.075 | 88.1 | — | 0.0039 | |
| Zhang et al.Scenario=mean2025.01 | 25.01 | 89.98 | 21.53 | — | |
| 3D-mADUNet2D/3D=3D2026.03 | 24.914 | 92.6 | — | 0.0042 | |
| M2DNScenario=M→O2025.01 | 24.83 | 90.35 | 21.64 | — | |
| MMHVAEScenario=M→O2025.01 | 24.76 | 89.54 | 22.25 | — | |
| MMGANScenario=M→O2025.01 | 24.68 | 89.78 | 22.65 | — | |
| CodeBrainScenario=O→O2025.01 | 24.67 | 89.64 | 22.57 | — | |
| MMTScenario=mean2025.01 | 24.58 | 89.47 | 22.65 | — | |
| M2DNScenario=mean2025.01 | 24.34 | 89.65 | 22.95 | — | |
| Zhang et al.Scenario=O→O2025.01 | 24.31 | 89 | 23.31 | — | |
| MMHVAEScenario=mean2025.01 | 24.29 | 88.83 | 23.63 | — | |
| MMGANScenario=mean2025.01 | 24.28 | 89.11 | 23.72 | — | |
| MMTScenario=O→O2025.01 | 23.88 | 88.38 | 24.55 | — | |
| MMGANScenario=O→O2025.01 | 23.76 | 88.22 | 25.15 | — | |
| M2DNScenario=O→O2025.01 | 23.69 | 88.72 | 24.7 | — | |
| MMHVAEScenario=O→O2025.01 | 23.66 | 87.88 | 25.46 | — | |
| PTNet3D2D/3D=3D2026.03 | 22.311 | 90.4 | — | 0.0059 | |
| Pix2Pix2D/3D=2D2026.03 | 21.955 | 86.6 | — | 0.0068 | |
| Cycle Gan2D/3D=2D2026.03 | 21.404 | 84.9 | — | 0.0085 | |
| PTNet3D2D/3D=3D2026.03 | 21.201 | 89.6 | — | 0.0077 | |
| Pix2Pix2D/3D=2D2026.03 | 20.295 | 86.5 | — | 0.0116 | |
| Cycle Gan2D/3D=2D2026.03 | 20.277 | 82.6 | — | 0.0111 |