FastMRI
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| MRI Reconstruction | fastMRI 8X acceleration (test) | SSIM0.955 | 43 | |
| MRI Reconstruction | fastMRI 4X acceleration (test) | PSNR38.45 | 42 | |
| multi-coil MRI reconstruction | fastMRI Brain 8x acceleration multi-coil | SSIM0.948 | 37 | |
| multi-coil MRI reconstruction | fastMRI Brain multi-coil 4x acceleration | SSIM98.3 | 37 | |
| Motion-compensated 3D Brain MRI Reconstruction | FastMRI multicoil T1-weighted (test) | PSNR43.152 | 36 | |
| Classification | fastMRI prostate | AUPRC0.579 | 36 | |
| Classification | fastMRI knee | AUROC0.89 | 36 | |
| MRI Reconstruction | fastMRI Knee (test) | SSIM93 | 36 | |
| MRI Reconstruction | fastMRI Brain v1.0 (test) | SSIM0.98 | 25 | |
| Image Reconstruction | fastMRI multi-coil knee 8x acceleration | NRMSE0.14 | 24 | |
| Image Reconstruction | fastMRI multi-coil knee 4x acceleration | NRMSE0.107 | 24 | |
| MRI Reconstruction | FastMRI Knee (OOD) | SSIM80.61 | 24 | |
| MRI Reconstruction | FastMRI Brain (OOD) | SSIM82.09 | 24 | |
| MRI Reconstruction | fastMRI Multi-coil Brain (test) | SSIM100 | 22 | |
| Image Classification | fastMRI v1.0 (test) | AUC83.6 | 22 | |
| MRI Reconstruction | fastMRI knee 2018 (test) | PSNR34.65 | 20 | |
| MRI reconstruction | fastMRI Brain (val) | PSNR38.463 | 20 | |
| Gaussian Denoising | fastMRI (test) | PSNR35.41 | 20 | |
| Image-to-image translation | FastMRI | PSNR25.59 | 18 | |
| MRI Reconstruction | fastMRI knee 8x acceleration single-coil (val) | PSNR31.21 | 18 | |
| MRI Reconstruction | fastMRI knee 4x acceleration single coil (val) | PSNR32.76 | 18 | |
| MRI Reconstruction | fastMRI Brain (test) | SSIM0.973 | 18 | |
| MRI Reconstruction | fastMRI knee Radial pattern (test) | PSNR36.23 | 17 | |
| MRI Reconstruction | fastMRI T2-8x | PSNR34.96 | 17 | |
| MRI Reconstruction | fastMRI T1-8x | PSNR36.2 | 17 |
Showing 25 of 93 rows