Medical Image-to-Image Translation (T2→FLAIR) on BraTS 2023 (test)
27.4374PSNRSRU-Pix2Pix
Evaluation Results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| SRU-Pix2PixResolution=128×1282026.01 | 27.4374 | 94.19 | 0.031 | 96.37 | 140.7312 | 4.15 | |
| SRU-Pix2PixResolution=128x1282026.01 | 27.4374 | 94.19 | 0.031 | 96.37 | 140.7312 | 4.15 | |
| SRU-Pix2PixResolution=256×2562026.01 | 26.2695 | 91.16 | 0.0782 | 93.96 | 187.3451 | 5.21 | |
| SRU-Pix2PixResolution=256x2562026.01 | 26.2695 | 91.16 | 0.0782 | 93.96 | 187.3451 | 5.21 | |
| BBDMResolution=128×1282026.01 | 25.8915 | 79.94 | 0.0537 | 95.01 | 202.4337 | 5.97 | |
| BBDMResolution=128x1282026.01 | 25.8915 | 79.94 | 0.0537 | 95.01 | 202.4337 | 5.97 | |
| ResViTResolution=256×2562026.01 | 25.0538 | 89.54 | 0.0591 | 92.31 | 228.9338 | 6.42 | |
| ResViTResolution=256x2562026.01 | 25.0538 | 89.54 | 0.0591 | 92.31 | 228.9338 | 6.42 | |
| ResViT2025.10 | 24.97 | 87 | — | — | — | — | |
| UniMedVLFine-tuning=false2025.10 | 24.9 | 88.1 | — | — | — | — | |
| Pix2PixResolution=256×2562026.01 | 24.4305 | 87.12 | 0.0693 | 91.32 | 262.31 | 7.36 | |
| Pix2PixResolution=256x2562026.01 | 24.4305 | 87.12 | 0.0693 | 91.32 | 262.31 | 7.36 | |
| SAGAN2025.10 | 24.02 | 86 | — | — | — | — | |
| pGAN2025.10 | 24.01 | 86.4 | — | — | — | — | |
| UniMedVLFine-tuning=true2025.10 | 23.99 | 71.1 | — | — | — | — | |
| A-UNet2025.10 | 23.69 | 87.3 | — | — | — | — | |
| pix2pix2025.10 | 23.15 | 86.9 | — | — | — | — | |
| NICE-GANResolution=256×2562026.01 | 22.027 | 81.127 | 0.1031 | 83.91 | 455.5022 | 12.14 | |
| NICE-GANResolution=256x2562026.01 | 22.027 | 81.127 | 0.1031 | 83.91 | 455.5022 | 12.14 | |
| CycleGANResolution=256×2562026.01 | 21.116 | 79.465 | 0.0821 | 82.77 | 567.9008 | 15.46 | |
| CycleGANResolution=256x2562026.01 | 21.116 | 79.465 | 0.0821 | 82.77 | 567.9008 | 15.46 | |
| HealthGPT-M32025.10 | 18.88 | 74.5 | — | — | — | — |