MRI Reconstruction on fastMRI knee
37.16PSNRNS-SSL
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| NS-SSLMask Type=Variable Density Mask, Acceleration Factor=4x2026.06 | 37.16 | 90.64 | — | |
| NAFRecon (Minimal Baseline)acceleration=8x, setup=multi-coil2026.03 | 37.13 | 89.11 | 0.0085 | |
| PDACacceleration=8x, setup=multi-coil2026.03 | 37.12 | 89.05 | 0.0085 | |
| HUMUSNetacceleration=8x, setup=multi-coil2026.03 | 36.84 | 88.79 | 0.0092 | |
| E2E-VarNetacceleration=8x, setup=multi-coil2026.03 | 36.81 | 88.73 | 0.009 | |
| LSGRecon (Large-field Variant)acceleration=8x, setup=multi-coil2026.03 | 36.71 | 88.32 | 0.0094 | |
| SSDU*Mask Type=Variable Density Mask, Acceleration Factor=4x2026.06 | 36.61 | 88.68 | — | |
| SSDU*Mask Type=Uniform Mask, Acceleration Factor=4x2026.06 | 36 | 87.56 | — | |
| NS-SSLMask Type=Uniform Mask, Acceleration Factor=4x2026.06 | 35.9 | 89.25 | — | |
| ZS-SSLMask Type=Variable Density Mask, Acceleration Factor=4x2026.06 | 35.75 | 85 | — | |
| ZS-SSLMask Type=Uniform Mask, Acceleration Factor=4x2026.06 | 35.65 | 88.04 | — | |
| SSDU-100Mask Type=Uniform Mask, Acceleration Factor=4x2026.06 | 35.18 | 85.81 | — | |
| AeSPa*Mask Type=Uniform Mask, Acceleration Factor=4x2026.06 | 34.69 | 89.54 | — | |
| U-Netacceleration=8x, setup=multi-coil2026.03 | 34.18 | 86.01 | 0.0151 | |
| L1-ESPIRiTMask Type=Variable Density Mask, Acceleration Factor=4x2026.06 | 33.93 | 84.02 | — | |
| AeSPa*Mask Type=Variable Density Mask, Acceleration Factor=4x2026.06 | 33.64 | 89.1 | — | |
| SSDU*Mask Type=Variable Density Mask, Acceleration Factor=8x2026.06 | 32.53 | 81.56 | — | |
| SSDU-100Mask Type=Variable Density Mask, Acceleration Factor=4x2026.06 | 32.41 | 73.37 | — | |
| AeSPa-1000Mask Type=Variable Density Mask, Acceleration Factor=4x2026.06 | 32.24 | 74.64 | — | |
| NS-SSLMask Type=Variable Density Mask, Acceleration Factor=8x2026.06 | 31.99 | 84.09 | — | |
| SSDU*Mask Type=Uniform Mask, Acceleration Factor=8x2026.06 | 31.88 | 79.57 | — | |
| SSDU-100Mask Type=Variable Density Mask, Acceleration Factor=8x2026.06 | 31.5 | 76.93 | — | |
| SSDU-100Mask Type=Uniform Mask, Acceleration Factor=8x2026.06 | 31.29 | 78.18 | — | |
| NS-SSLMask Type=Uniform Mask, Acceleration Factor=8x2026.06 | 31.22 | 82.93 | — | |
| AeSPa-1000Mask Type=Uniform Mask, Acceleration Factor=4x2026.06 | 31.21 | 72.51 | — | |
| ZS-SSLMask Type=Variable Density Mask, Acceleration Factor=8x2026.06 | 31.05 | 81.18 | — | |
| ZS-SSLMask Type=Uniform Mask, Acceleration Factor=8x2026.06 | 30.12 | 77.99 | — | |
| L1-ESPIRiTMask Type=Uniform Mask, Acceleration Factor=4x2026.06 | 29.89 | 80.85 | — | |
| AeSPa*Mask Type=Variable Density Mask, Acceleration Factor=8x2026.06 | 29.59 | 80.81 | — | |
| AeSPa-1000Mask Type=Variable Density Mask, Acceleration Factor=8x2026.06 | 28.69 | 70.45 | — | |
| AeSPa-1000Mask Type=Uniform Mask, Acceleration Factor=8x2026.06 | 28.52 | 71.33 | — | |
| Zero-filledacceleration=8x, setup=multi-coil2026.03 | 27.42 | 70 | 0.0704 | |
| AeSPa*Mask Type=Uniform Mask, Acceleration Factor=8x2026.06 | 25.73 | 72.22 | — | |
| L1-ESPIRiTMask Type=Variable Density Mask, Acceleration Factor=8x2026.06 | 24.84 | 71.18 | — | |
| L1-ESPIRiTMask Type=Uniform Mask, Acceleration Factor=8x2026.06 | 23.66 | 69.12 | — |