MRI Super-Resolution on IXI
40.17PSNRDP-NSL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| DP-NSLScale=×5, Training scales=×2, ×3, ×42026.06 | 40.17 | 95.78 | — | |
| SAINRScale=×5, Training scales=×2, ×3, ×42026.06 | 39.55 | 95.25 | — | |
| DC2SRScale=×5, Training scales=×2, ×3, ×42026.06 | 39.53 | 95.24 | — | |
| LTEScale=×5, Training scales=×2, ×3, ×42026.06 | 39.52 | 95.16 | — | |
| CycleINRScale=×5, Training scales=×2, ×3, ×42026.06 | 38.98 | 94.6 | — | |
| MetaSRScale=×5, Training scales=×2, ×3, ×42026.06 | 38.97 | 94.61 | — | |
| HIIFScale=×5, Training scales=×2, ×3, ×42026.06 | 38.91 | 94.48 | — | |
| ArSSRScale=×5, Training scales=×2, ×3, ×42026.06 | 38.81 | 94.46 | — | |
| DP-NSLScale=×6, Training scales=×2, ×3, ×42026.06 | 38.8 | 94.42 | — | |
| LTEScale=×6, Training scales=×2, ×3, ×42026.06 | 38.27 | 93.83 | — | |
| SAINRScale=×6, Training scales=×2, ×3, ×42026.06 | 38.22 | 93.87 | — | |
| DC2SRScale=×6, Training scales=×2, ×3, ×42026.06 | 38.1 | 93.72 | — | |
| MetaSRScale=×6, Training scales=×2, ×3, ×42026.06 | 37.75 | 93.18 | — | |
| CycleINRScale=×6, Training scales=×2, ×3, ×42026.06 | 37.75 | 93.21 | — | |
| DP-NSLScale=×7, Training scales=×2, ×3, ×42026.06 | 37.69 | 93.03 | — | |
| HIIFScale=×6, Training scales=×2, ×3, ×42026.06 | 37.53 | 92.41 | — | |
| ArSSRScale=×6, Training scales=×2, ×3, ×42026.06 | 37.51 | 92.91 | — | |
| LTEScale=×7, Training scales=×2, ×3, ×42026.06 | 37.32 | 92.62 | — | |
| SAINRScale=×7, Training scales=×2, ×3, ×42026.06 | 37.26 | 92.68 | — | |
| DC2SRScale=×7, Training scales=×2, ×3, ×42026.06 | 37.19 | 92.58 | — | |
| HIIFScale=×7, Training scales=×2, ×3, ×42026.06 | 37.05 | 91.97 | — | |
| CycleINRScale=×7, Training scales=×2, ×3, ×42026.06 | 36.89 | 92.04 | — | |
| MetaSRScale=×7, Training scales=×2, ×3, ×42026.06 | 36.84 | 91.92 | — | |
| ArSSRScale=×7, Training scales=×2, ×3, ×42026.06 | 36.61 | 91.66 | — | |
| LSGNetScale=4x, Variant=Large-field Variant2026.03 | 32.26 | 94.22 | 28.8624 | |
| NAFNetScale=4x, Variant=Minimal Baseline2026.03 | 32.1 | 94.15 | 28.9409 | |
| Restore-RWKVScale=4x2026.03 | 32.09 | 94.08 | 28.9713 | |
| RestormerScale=4x2026.03 | 32.03 | 93.98 | 29.1343 | |
| MambaIRScale=4x2026.03 | 31.77 | 93.69 | 29.8372 | |
| F-UNetScale=4x2026.03 | 31.26 | 93.14 | 31.5675 | |
| SwinMRScale=4x2026.03 | 30.93 | 92.53 | 32.7339 | |
| Deform-MambaScale=4x2026.03 | 30.6 | 89.65 | — | |
| X-RestormerScale=4x2026.03 | 29.86 | 91.5 | 35.9677 | |
| DATPRL-IR-9TMethod Type=Multi-Domain All-in-One Method2026.03 | 27.86 | 90.45 | — | |
| MoCEIRMethod Type=All-in-One Method2026.03 | 27.62 | 90.03 | — | |
| AdaIRMethod Type=All-in-One Method2026.03 | 27.52 | 90.13 | — | |
| RestormerMethod Type=Single-Task Method2026.03 | 27.43 | 89.92 | — | |
| NAFNetMethod Type=Single-Task Method2026.03 | 27.31 | 89.77 | — | |
| PromptIRMethod Type=All-in-One Method2026.03 | 27.31 | 89.64 | — | |
| MPRNetMethod Type=Single-Task Method2026.03 | 26.69 | 88.71 | — | |
| SwinIRMethod Type=Single-Task Method2026.03 | 26.49 | 88.44 | — | |
| TransweatherMethod Type=All-in-One Method2026.03 | 25.55 | 86.38 | — |