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AAPM

Benchmarks

Task NameDataset NameSOTA ResultTrend
CT ReconstructionAAPM L096
PSNR39.23
32
CT ReconstructionAAPM L067
PSNR37.66
32
CT ReconstructionAAPM (test)
PSNR30.4
28
Limited-angle CT ReconstructionAAPM 90-degree Angle
Axial PSNR39.17
21
Sparse-view CT ReconstructionAAPM 2-view
PSNR (Axial)27.29
21
Sparse-view CT ReconstructionAAPM 4-view
Axial PSNR34.99
21
Sparse-view CT ReconstructionAAPM 8-view
Axial PSNR40.02
21
CT Image ReconstructionAAPM OOD (test)
PSNR45.69
21
Sparse-View CT ReconstructionAAPM Sagittal View (test)
PSNR36.48
21
Sparse-View CT ReconstructionAAPM
PSNR35.69
21
Sparse-View CT ReconstructionAAPM Coronal View (test)
PSNR37.87
21
CT ReconstructionAAPM 256 x 256 x 256 (test)
PSNR42.66
18
Compton Tomography Image ReconstructionAAPM noisy (test)
PSNR32.48
16
Compton Tomography Image ReconstructionAAPM noise-free (test)
PSNR32.86
16
CT Image DenoisingAAPM (test)
PSNR45.8933
15
Sparse-View Computed Tomography (SVCT)AAPM low-dose CT 2016 (Patient L506)
Axial PSNR38.22
11
Sparse-view CT ReconstructionAAPM Average over views (test)
PSNR (dB)40.2356
8
Sparse-view CT ReconstructionAAPM 80 views (test)
PSNR40.7472
8
Sparse-view CT ReconstructionAAPM 60 views (test)
PSNR40.313
8
Sparse-view CT ReconstructionAAPM 40 views (test)
PSNR (dB)39.6465
8
Sparse-View CT ReconstructionAAPM OOD (test)
PSNR39.82
8
Limited-angle CT reconstructionAAPM simulated dataset LACT 0-120 degrees (test)
PSNR41.26
8
Limited-angle CT reconstructionAAPM simulated dataset LACT 0-90 degrees (test)
PSNR40.44
8
Limited-angle CT reconstructionAAPM simulated dataset LACT 0-60 degrees (test)
PSNR39.37
8
3D volume fittingAAPM
Parameter Count (M)10.83
7
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