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AAPM

Benchmarks

Task NameDataset NameSOTA ResultTrend
CT ReconstructionAAPM (test)
PSNR30.4
28
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
CT ReconstructionAAPM L096
PSNR39.23
16
CT ReconstructionAAPM L067
PSNR37.66
16
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 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
Limited-Angle Computed Tomography (LACT)AAPM low-dose CT 2016 (Patient L506)
PSNR (Axial)31.65
7
CT ReconstructionAAPM K=100 (test)
Inference Time (ms)12.7
7
Limited-Angle CT ReconstructionAAPM Coronal
PSNR37.62
7
Limited-Angle CT ReconstructionAAPM Sagittal
PSNR36.03
7
Limited-Angle CT ReconstructionAAPM Axial
PSNR35.86
7
Sparse-view CT ReconstructionAAPM nv=32 views
PSNR39.51
6
Image DenoisingAAPM
PSNR38.11
6
Low-dose CT DenoisingAAPM (test)
PSNR42.3891
5
Showing 25 of 28 rows