MRI Reconstruction on HCP
45.1545PSNR (dB)k-space deep learning
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| k-space deep learningSampling Trajectory=spiral, Acceleration Factor (R)=4, Coil Configuration=single coil, Times (sec/slice)=0.03932018.05 | 45.1545 | 0.0014 | 0.948 | 0.9872 | |
| Image-domain learningSampling Trajectory=spiral, Acceleration Factor (R)=4, Coil Configuration=single coil, Times (sec/slice)=0.03132018.05 | 42.0571 | 0.0027 | 0.9677 | 0.9747 | |
| UniFSAcceleration Factor=4x2025.12 | 38.34 | — | 0.973 | — | |
| FSMNetAcceleration Factor=4x2025.12 | 36.34 | — | 0.965 | — | |
| UniFSAcceleration Factor=8x2025.12 | 35.07 | — | 0.957 | — | |
| MINetAcceleration Factor=4x2025.12 | 34.84 | — | 0.96 | — | |
| DCAMSRAcceleration Factor=4x2025.12 | 34.29 | — | 0.957 | — | |
| FSMNetAcceleration Factor=8x2025.12 | 33.21 | — | 0.947 | — | |
| MC-VarNetAcceleration Factor=4x2025.12 | 33.05 | — | 0.947 | — | |
| MINetAcceleration Factor=8x2025.12 | 32.19 | — | 0.942 | — | |
| DCAMSRAcceleration Factor=8x2025.12 | 31.95 | — | 0.94 | — | |
| MTransAcceleration Factor=4x2025.12 | 31.53 | — | 0.939 | — | |
| MC-VarNetAcceleration Factor=8x2025.12 | 30.81 | — | 0.929 | — | |
| InputSampling Trajectory=spiral, Acceleration Factor (R)=4, Coil Configuration=single coil2018.05 | 30.3733 | 0.0404 | 0.6507 | — | |
| MTransAcceleration Factor=8x2025.12 | 28.31 | — | 0.909 | — |