3D MRI Super-Resolution on MSD (test)
43.17PSNR3D Gaussian Super-Resolution Framework
Evaluation results
| Method | Links | ||
|---|---|---|---|
| 3D Gaussian Super-Resolution FrameworkUpsampling Factor=2x, Learning Paradigm=Zero-shot2026.03 | 43.17 | 0.988 | |
| 3D Gaussian Super-Resolution FrameworkUpsampling Factor=Arbitrary, Learning Paradigm=Zero-shot2026.03 | 41.32 | 0.98 | |
| 3D Gaussian Super-Resolution FrameworkUpsampling Factor=3x, Learning Paradigm=Zero-shot2026.03 | 38.42 | 0.971 | |
| MIASSRUpsampling Factor=2x, Learning Paradigm=Supervised2026.03 | 37.56 | 0.966 | |
| 3D Gaussian Super-Resolution FrameworkUpsampling Factor=4x, Learning Paradigm=Zero-shot2026.03 | 35.91 | 0.954 | |
| ARSSRUpsampling Factor=2x, Learning Paradigm=Supervised2026.03 | 35.58 | 0.977 | |
| ARSSRUpsampling Factor=3x, Learning Paradigm=Supervised2026.03 | 34.03 | 0.959 | |
| NeRFUpsampling Factor=2x, Learning Paradigm=Zero-shot2026.03 | 33.96 | 0.943 | |
| BicubicUpsampling Factor=2x, Learning Paradigm=Conventional2026.03 | 33.75 | 0.947 | |
| NeRFUpsampling Factor=Arbitrary, Learning Paradigm=Zero-shot2026.03 | 33.58 | 0.938 | |
| MIASSRUpsampling Factor=3x, Learning Paradigm=Supervised2026.03 | 32.8 | 0.898 | |
| BicubicUpsampling Factor=Arbitrary, Learning Paradigm=Conventional2026.03 | 31.56 | 0.933 | |
| CuNeRFUpsampling Factor=2x, Learning Paradigm=Zero-shot2026.03 | 31.03 | 0.955 | |
| BicubicUpsampling Factor=3x, Learning Paradigm=Conventional2026.03 | 30.74 | 0.916 | |
| ARSSRUpsampling Factor=4x, Learning Paradigm=Supervised2026.03 | 30.63 | 0.938 | |
| MIASSRUpsampling Factor=4x, Learning Paradigm=Supervised2026.03 | 30.18 | 0.807 | |
| NeRFUpsampling Factor=4x, Learning Paradigm=Zero-shot2026.03 | 29.71 | 0.88 | |
| BicubicUpsampling Factor=4x, Learning Paradigm=Conventional2026.03 | 28.67 | 0.872 | |
| CuNeRFUpsampling Factor=3x, Learning Paradigm=Zero-shot2026.03 | 28.36 | 0.922 | |
| CuNeRFUpsampling Factor=4x, Learning Paradigm=Zero-shot2026.03 | 27.12 | 0.907 | |
| NeRFUpsampling Factor=3x, Learning Paradigm=Zero-shot2026.03 | 27.03 | 0.807 |