FastMRI
Benchmarks
TaskDatasetSOTA resultTrendResults
fastMRI Brain T2-weighted (test)
34.26PSNR
48
fastMRI 8X acceleration (test)
0.955SSIM
43
fastMRI 4X acceleration (test)
38.45PSNR
42
fastMRI Brain 8x acceleration multi-coil
0.948SSIM
37
fastMRI Brain multi-coil 4x acceleration
98.3SSIM
37
FastMRI multicoil T1-weighted (test)
43.152PSNR
36
fastMRI prostate
0.579AUPRC
36
fastMRI knee
0.89AUROC
36
fastMRI Knee (test)
93SSIM
36
fastMRI knee
37.16PSNR
35
fastMRI knee (val)
89.34Avg SSIM
29
FastMRI Brain T1 (test)
37.16PSNR
28
FastMRI Brain T2 (test)
37.12PSNR
28
fastMRI Brain v1.0 (test)
0.98SSIM
25
fastMRI multi-coil knee 8x acceleration
0.14NRMSE
24
fastMRI multi-coil knee 4x acceleration
0.107NRMSE
24
FastMRI Knee (OOD)
80.61SSIM
24
FastMRI Brain (OOD)
82.09SSIM
24
fastMRI Multi-coil Brain (test)
100SSIM
22
fastMRI v1.0 (test)
83.6AUC
22
fastMRI knee 2018 (test)
34.65PSNR
20
fastMRI Brain (val)
38.463PSNR
20
fastMRI (test)
35.41PSNR
20
FastMRI
25.59PSNR
18
fastMRI knee 8x acceleration single-coil (val)
31.21PSNR
18