IXI
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| MRI Super-Resolution | IXI | PSNR40.17 | 42 | |
| MRI Super-resolution | IXI (test) | PSNR47.54 | 39 | |
| Super Resolution | IXI | PSNR37.64 | 27 | |
| Super-resolution | IXI T2w | PSNR32.7 | 26 | |
| Super-resolution | IXI T2w | PSNR40.43 | 26 | |
| Motion Correction | IXI PDw contrast | PSNR (dB)44.9 | 24 | |
| Motion Correction | IXI T2w contrast | PSNR (dB)43.6 | 24 | |
| Motion Correction | IXI T1w contrast | PSNR (dB)44.92 | 24 | |
| Brain age estimation | IXI (test) | MAE8.82 | 24 | |
| MRI Reconstruction | IXI PD contrast (test) | PSNR39.4 | 24 | |
| MRI Reconstruction | IXI T1 contrast (test) | PSNR42.3 | 24 | |
| Medical Image Registration | IXI (test) | Dice0.76 | 24 | |
| Multi-contrast MRI Synthesis (T2, PD -> T1) | IXI (test) | PSNR32.45 | 23 | |
| MRI Synthesis | IXI | PSNR (dB)31.56 | 18 | |
| Brain MRI Registration | IXI atlas-to-patient | DSC0.761 | 18 | |
| Multi-contrast MRI Synthesis (T1, PD -> T2) | IXI (test) | PSNR35.71 | 17 | |
| Multi-contrast MRI Synthesis (T1, T2 -> PD) | IXI (test) | PSNR33.92 | 17 | |
| Cross-contrast MR image translation | IXI (test) | MAE0.0133 | 17 | |
| MR Denoising | IXI (test) | PSNR36.16 | 16 | |
| Multi-contrast MRI Reconstruction | IXI | PSNR (dB)41.92 | 16 | |
| Multi-modal brain MRI synthesis | IXI (test) | PSNR24.34 | 14 | |
| MRI Reconstruction | IXI T2 contrast (test) | PSNR45.9 | 14 | |
| T1 to T2 MRI translation | IXI (test) | PSNR30.32 | 14 | |
| Joint MRI Reconstruction and Super-Resolution | IXI dataset (test) | PSNR29.397 | 14 | |
| Image Synthesis | IXI PD-w to T2-w (test) | PSNR (dB)38.18 | 14 |
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