FastMRI
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Classification | fastMRI prostate | AUPRC0.579 | 36 | |
| Classification | fastMRI knee | AUROC0.89 | 36 | |
| MRI Reconstruction | fastMRI 4X acceleration (test) | PSNR32.61 | 32 | |
| MRI Reconstruction | fastMRI Knee (test) | SSIM93 | 26 | |
| MRI Reconstruction | fastMRI Brain v1.0 (test) | SSIM0.98 | 25 | |
| MRI Reconstruction | fastMRI Multi-coil Brain (test) | SSIM100 | 22 | |
| Image Classification | fastMRI v1.0 (test) | AUC83.6 | 22 | |
| MRI reconstruction | fastMRI Brain (val) | PSNR38.463 | 20 | |
| Gaussian Denoising | fastMRI (test) | PSNR35.41 | 20 | |
| MRI Reconstruction | fastMRI knee Radial pattern (test) | PSNR36.23 | 17 | |
| MRI Reconstruction | fastMRI Cartesian (test) | PSNR28.84 | 14 | |
| multi-coil MRI reconstruction | fastMRI Brain 8x acceleration multi-coil | SSIM0.948 | 13 | |
| multi-coil MRI reconstruction | fastMRI Brain multi-coil 4x acceleration | SSIM98.3 | 13 | |
| MRI Reconstruction | FastMRI single-coil knee (test) | PSNR55.6 | 12 | |
| MRI Reconstruction | fastMRI T2-4x | PSNR38.2 | 11 | |
| Accelerated MRI reconstruction | fastMRI knee multi-coil x8 (test) | SSIM89.51 | 10 | |
| MRI Reconstruction | FastMRI knee single-coil (test) | PSNR30.43 | 10 | |
| MRI Reconstruction | fastMRI Brain (test) | SSIM0.9621 | 9 | |
| Accelerated MRI | FastMRI (test) | PSNR32.42 | 8 | |
| MRI Super-Resolution | fastMRI | PSNR33.28 | 8 | |
| MRI Reconstruction | fastMRI Flair-8x | PSNR33.1 | 7 | |
| MRI Reconstruction | fastMRI Flair-4x | PSNR36.9 | 7 | |
| MRI Reconstruction | fastMRI T2-8x | PSNR34.5 | 7 | |
| MRI Reconstruction | fastMRI T1-8x | PSNR36.2 | 7 | |
| MRI Reconstruction | fastMRI T1-4x | PSNR40.2 | 7 |
Showing 25 of 41 rows