PI reconstruction on Anatomical T1 contrast out-of-distribution
38.33PSNRfully-learned filters and time conditioning (FLF+TC)
Evaluation Results
| Method | Links | |||
|---|---|---|---|---|
| fully-learned filters and time conditioning (FLF+TC)k-space Trajectory=Cartesian, Acceleration factor=4, Auto Calibration Lines=8, Phase-encoding direction=Rotated, Number of Parameters=73482026.05 | 38.33 | 94 | 0.38 | |
| fully-learned filters (FLF)k-space Trajectory=Cartesian, Acceleration factor=4, Auto Calibration Lines=8, Phase-encoding direction=Rotated, Number of Parameters=17602026.05 | 38.28 | 94 | 0.38 | |
| fully-learned filters (FLF)k-space Trajectory=2D Gaussian, Acceleration factor=8, Auto Calibration Lines=-, Number of Parameters=17602026.05 | 37.72 | 94 | 0.43 | |
| fully-learned filters and time conditioning (FLF+TC)k-space Trajectory=2D Gaussian, Acceleration factor=8, Auto Calibration Lines=-, Number of Parameters=73482026.05 | 37.63 | 94 | 0.44 | |
| Shearlet (SH)k-space Trajectory=Cartesian, Acceleration factor=4, Auto Calibration Lines=8, Phase-encoding direction=Rotated, Number of Parameters=15582026.05 | 37.49 | 94 | 0.45 | |
| Shearlet (SH)k-space Trajectory=2D Gaussian, Acceleration factor=8, Auto Calibration Lines=-, Number of Parameters=15582026.05 | 37.29 | 94 | 0.47 | |
| fully-learned filters (FLF)k-space Trajectory=Radial, Acceleration factor=11, Auto Calibration Lines=-, Number of Parameters=17602026.05 | 36.82 | 93 | 0.53 | |
| fully-learned filters and time conditioning (FLF+TC)k-space Trajectory=Radial, Acceleration factor=11, Auto Calibration Lines=-, Number of Parameters=73482026.05 | 36.75 | 93 | 0.54 | |
| total variationk-space Trajectory=2D Gaussian, Acceleration factor=8, Auto Calibration Lines=-2026.05 | 36.63 | 94 | 0.55 | |
| Shearlet (SH)k-space Trajectory=Radial, Acceleration factor=11, Auto Calibration Lines=-, Number of Parameters=15582026.05 | 35.96 | 93 | 0.64 | |
| total variationk-space Trajectory=Cartesian, Acceleration factor=4, Auto Calibration Lines=8, Phase-encoding direction=Rotated2026.05 | 35.88 | 92 | 0.67 | |
| fully-learned filters and time conditioning (FLF+TC)k-space Trajectory=Cartesian, Acceleration factor=4, Auto Calibration Lines=8, Phase-encoding direction=Standard, Number of Parameters=73482026.05 | 35.85 | 93 | 0.68 | |
| fully-learned filters (FLF)k-space Trajectory=Cartesian, Acceleration factor=4, Auto Calibration Lines=8, Phase-encoding direction=Standard, Number of Parameters=17602026.05 | 35.65 | 92 | 0.71 | |
| total variationk-space Trajectory=Radial, Acceleration factor=11, Auto Calibration Lines=-2026.05 | 35.49 | 92 | 0.72 | |
| fully-learned filters and time conditioning (FLF+TC)k-space Trajectory=Cartesian, Acceleration factor=4, Auto Calibration Lines=4, Phase-encoding direction=Standard, Number of Parameters=73482026.05 | 35.28 | 93 | 0.78 | |
| Zero filledk-space Trajectory=2D Gaussian, Acceleration factor=8, Auto Calibration Lines=-2026.05 | 34.86 | 90 | 0.86 | |
| fully-learned filters (FLF)k-space Trajectory=Cartesian, Acceleration factor=4, Auto Calibration Lines=4, Phase-encoding direction=Standard, Number of Parameters=17602026.05 | 34.82 | 92 | 0.86 | |
| Shearlet (SH)k-space Trajectory=Cartesian, Acceleration factor=4, Auto Calibration Lines=8, Phase-encoding direction=Standard, Number of Parameters=15582026.05 | 34.55 | 91 | 0.92 | |
| total variationk-space Trajectory=Cartesian, Acceleration factor=4, Auto Calibration Lines=8, Phase-encoding direction=Standard2026.05 | 33.43 | 91 | 1.19 | |
| Shearlet (SH)k-space Trajectory=Cartesian, Acceleration factor=4, Auto Calibration Lines=4, Phase-encoding direction=Standard, Number of Parameters=15582026.05 | 33.41 | 91 | 1.21 | |
| end-to-end variational networkk-space Trajectory=Cartesian, Acceleration factor=4, Auto Calibration Lines=8, Phase-encoding direction=Standard, Number of Parameters=3 × 10^72026.05 | 32.09 | 84 | 1.5 | |
| total variationk-space Trajectory=Cartesian, Acceleration factor=4, Auto Calibration Lines=4, Phase-encoding direction=Standard2026.05 | 32.01 | 90 | 1.66 | |
| end-to-end variational networkk-space Trajectory=Cartesian, Acceleration factor=4, Auto Calibration Lines=4, Phase-encoding direction=Standard, Number of Parameters=3 × 10^72026.05 | 29.55 | 81 | 2.68 | |
| Zero filledk-space Trajectory=Cartesian, Acceleration factor=4, Auto Calibration Lines=8, Phase-encoding direction=Rotated2026.05 | 29.37 | 78 | 3.19 | |
| Zero filledk-space Trajectory=Radial, Acceleration factor=11, Auto Calibration Lines=-2026.05 | 28.5 | 80 | 4.01 | |
| Zero filledk-space Trajectory=Cartesian, Acceleration factor=4, Auto Calibration Lines=8, Phase-encoding direction=Standard2026.05 | 28.49 | 78 | 3.91 | |
| Zero filledk-space Trajectory=Cartesian, Acceleration factor=4, Auto Calibration Lines=4, Phase-encoding direction=Standard2026.05 | 25.19 | 70 | 8.73 | |
| end-to-end variational networkk-space Trajectory=2D Gaussian, Acceleration factor=8, Auto Calibration Lines=-, Number of Parameters=3 × 10^72026.05 | 22.15 | 56 | 11.86 | |
| Deep-JSensek-space Trajectory=2D Gaussian, Acceleration factor=8, Auto Calibration Lines=-, Number of Parameters=4474902026.05 | 21.29 | 73 | 81.67 | |
| end-to-end variational networkk-space Trajectory=Cartesian, Acceleration factor=4, Auto Calibration Lines=8, Phase-encoding direction=Rotated, Number of Parameters=3 × 10^72026.05 | 20.72 | 44 | 14.59 | |
| end-to-end variational networkk-space Trajectory=Radial, Acceleration factor=11, Auto Calibration Lines=-, Number of Parameters=3 × 10^72026.05 | 16.19 | 42 | 27.61 | |
| Deep-JSensek-space Trajectory=Cartesian, Acceleration factor=4, Auto Calibration Lines=4, Phase-encoding direction=Standard, Number of Parameters=4474902026.05 | -4.18 | 45 | 47.9 | |
| Deep-JSensek-space Trajectory=Cartesian, Acceleration factor=4, Auto Calibration Lines=8, Phase-encoding direction=Standard, Number of Parameters=4474902026.05 | -8.81 | 41 | 55.55 | |
| Deep-JSensek-space Trajectory=Radial, Acceleration factor=11, Auto Calibration Lines=-, Number of Parameters=4474902026.05 | -46.05 | 5 | 94.91 | |
| Deep-JSensek-space Trajectory=Cartesian, Acceleration factor=4, Auto Calibration Lines=8, Phase-encoding direction=Rotated, Number of Parameters=4474902026.05 | -48.59 | 4 | 98.19 |