FastMRI
Benchmarks
TaskDatasetSOTA resultTrendResults
fastMRI Brain (ESC) x16 acceleration
29.48PSNR
7
fastMRI Brain ESC x8 acceleration
30.73PSNR
7
fastMRI
33.58PSNR (dB)
7
fastMRI Flair-8x
33.1PSNR
7
fastMRI Flair-4x
36.9PSNR
7
fastMRI T1-4x
40.2PSNR
7
fastMRI Radial sampling
31.7PSNR
6
fastMRI Poisson sampling
31.86PSNR
6
fastMRI Knee Single-Coil (PD)
85SSIM
6
fastMRI 100 domain cases
0.062NRMSE
6
fastMRI T2w (Poisson, AF=20x)
36.95PSNR
6
fastMRI T2w Radial AF=10x
37.22PSNR
6
FastMRI Knee In-Distribution (test)
31.76PSNR
6
fastMRI knee R=5 (test)
30.64PSNR (dB)
5
fastMRI (val)
34.39PSNR (4x)
5
open-world FastMRI-brain Uniform 1D sampling, 4x acceleration
32.72PSNR
5
FastMRI-brain open-world Gaussian 1D sampling 8x acceleration
33.65PSNR
5
FastMRI-brain open-world (Gaussian 1D sampling, 4x acceleration)
35.03PSNR
5
fastMRI knee x4 subsampling
31.48PSNR
5
FastMRI Brain vs Knee (test)
0Type I Error
4
fastMRI mc-knee (test)
50.69PSNR
4
fastMRI knee (Gaussian pattern) (test)
31.25PSNR (dB)
3
fastMRI knee Poisson pattern (test)
33.42PSNR (dB)
3
fastMRI knee Magic pattern (test)
38.94PSNR (dB)
3
fastMRI knee Random pattern (test)
37.34PSNR (dB)
3