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PI reconstruction on Anatomical T1 contrast out-of-distribution

38.33PSNRfully-learned filters and time conditioning (FLF+TC)
-52.0668-28.5984-5.1318.3384May 11, 2026
Updated 5mo ago

Evaluation results

MethodLinks
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=73482026.0538.33940.38
fully-learned filters (FLF)k-space Trajectory=Cartesian, Acceleration factor=4, Auto Calibration Lines=8, Phase-encoding direction=Rotated, Number of Parameters=17602026.0538.28940.38
fully-learned filters (FLF)k-space Trajectory=2D Gaussian, Acceleration factor=8, Auto Calibration Lines=-, Number of Parameters=17602026.0537.72940.43
fully-learned filters and time conditioning (FLF+TC)k-space Trajectory=2D Gaussian, Acceleration factor=8, Auto Calibration Lines=-, Number of Parameters=73482026.0537.63940.44
Shearlet (SH)k-space Trajectory=Cartesian, Acceleration factor=4, Auto Calibration Lines=8, Phase-encoding direction=Rotated, Number of Parameters=15582026.0537.49940.45
Shearlet (SH)k-space Trajectory=2D Gaussian, Acceleration factor=8, Auto Calibration Lines=-, Number of Parameters=15582026.0537.29940.47
fully-learned filters (FLF)k-space Trajectory=Radial, Acceleration factor=11, Auto Calibration Lines=-, Number of Parameters=17602026.0536.82930.53
fully-learned filters and time conditioning (FLF+TC)k-space Trajectory=Radial, Acceleration factor=11, Auto Calibration Lines=-, Number of Parameters=73482026.0536.75930.54
total variationk-space Trajectory=2D Gaussian, Acceleration factor=8, Auto Calibration Lines=-2026.0536.63940.55
Shearlet (SH)k-space Trajectory=Radial, Acceleration factor=11, Auto Calibration Lines=-, Number of Parameters=15582026.0535.96930.64
total variationk-space Trajectory=Cartesian, Acceleration factor=4, Auto Calibration Lines=8, Phase-encoding direction=Rotated2026.0535.88920.67
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=73482026.0535.85930.68
fully-learned filters (FLF)k-space Trajectory=Cartesian, Acceleration factor=4, Auto Calibration Lines=8, Phase-encoding direction=Standard, Number of Parameters=17602026.0535.65920.71
total variationk-space Trajectory=Radial, Acceleration factor=11, Auto Calibration Lines=-2026.0535.49920.72
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=73482026.0535.28930.78
Zero filledk-space Trajectory=2D Gaussian, Acceleration factor=8, Auto Calibration Lines=-2026.0534.86900.86
fully-learned filters (FLF)k-space Trajectory=Cartesian, Acceleration factor=4, Auto Calibration Lines=4, Phase-encoding direction=Standard, Number of Parameters=17602026.0534.82920.86
Shearlet (SH)k-space Trajectory=Cartesian, Acceleration factor=4, Auto Calibration Lines=8, Phase-encoding direction=Standard, Number of Parameters=15582026.0534.55910.92
total variationk-space Trajectory=Cartesian, Acceleration factor=4, Auto Calibration Lines=8, Phase-encoding direction=Standard2026.0533.43911.19
Shearlet (SH)k-space Trajectory=Cartesian, Acceleration factor=4, Auto Calibration Lines=4, Phase-encoding direction=Standard, Number of Parameters=15582026.0533.41911.21
end-to-end variational networkk-space Trajectory=Cartesian, Acceleration factor=4, Auto Calibration Lines=8, Phase-encoding direction=Standard, Number of Parameters=3 × 10^72026.0532.09841.5
total variationk-space Trajectory=Cartesian, Acceleration factor=4, Auto Calibration Lines=4, Phase-encoding direction=Standard2026.0532.01901.66
end-to-end variational networkk-space Trajectory=Cartesian, Acceleration factor=4, Auto Calibration Lines=4, Phase-encoding direction=Standard, Number of Parameters=3 × 10^72026.0529.55812.68
Zero filledk-space Trajectory=Cartesian, Acceleration factor=4, Auto Calibration Lines=8, Phase-encoding direction=Rotated2026.0529.37783.19
Zero filledk-space Trajectory=Radial, Acceleration factor=11, Auto Calibration Lines=-2026.0528.5804.01
Zero filledk-space Trajectory=Cartesian, Acceleration factor=4, Auto Calibration Lines=8, Phase-encoding direction=Standard2026.0528.49783.91
Zero filledk-space Trajectory=Cartesian, Acceleration factor=4, Auto Calibration Lines=4, Phase-encoding direction=Standard2026.0525.19708.73
end-to-end variational networkk-space Trajectory=2D Gaussian, Acceleration factor=8, Auto Calibration Lines=-, Number of Parameters=3 × 10^72026.0522.155611.86
Deep-JSensek-space Trajectory=2D Gaussian, Acceleration factor=8, Auto Calibration Lines=-, Number of Parameters=4474902026.0521.297381.67
end-to-end variational networkk-space Trajectory=Cartesian, Acceleration factor=4, Auto Calibration Lines=8, Phase-encoding direction=Rotated, Number of Parameters=3 × 10^72026.0520.724414.59
end-to-end variational networkk-space Trajectory=Radial, Acceleration factor=11, Auto Calibration Lines=-, Number of Parameters=3 × 10^72026.0516.194227.61
Deep-JSensek-space Trajectory=Cartesian, Acceleration factor=4, Auto Calibration Lines=4, Phase-encoding direction=Standard, Number of Parameters=4474902026.05-4.184547.9
Deep-JSensek-space Trajectory=Cartesian, Acceleration factor=4, Auto Calibration Lines=8, Phase-encoding direction=Standard, Number of Parameters=4474902026.05-8.814155.55
Deep-JSensek-space Trajectory=Radial, Acceleration factor=11, Auto Calibration Lines=-, Number of Parameters=4474902026.05-46.05594.91
Deep-JSensek-space Trajectory=Cartesian, Acceleration factor=4, Auto Calibration Lines=8, Phase-encoding direction=Rotated, Number of Parameters=4474902026.05-48.59498.19