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 | |
| 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 knee Radial pattern (test) | PSNR36.23 | 17 | |
| MRI Reconstruction | fastMRI Cartesian (test) | PSNR28.84 | 14 | |
| Accelerated MRI | FastMRI (test) | PSNR32.54 | 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 (test) | FID10.71 | 12 | |
| MRI Reconstruction | FastMRI single-coil knee (test) | PSNR55.6 | 12 | |
| MRI Reconstruction | fastMRI T2-4x | PSNR38.2 | 11 | |
| MRI Reconstruction | fastMRI 8X acceleration (test) | SSIM0.955 | 11 | |
| Diagnosis | fastMRI | PSNR26.2 | 10 | |
| MRI Reconstruction | fastMRI PDFS | PSNR34.53 | 10 | |
| MRI Reconstruction | fastMRI PD | PSNR35.4 | 10 | |
| Accelerated MRI reconstruction | fastMRI knee multi-coil x8 (test) | SSIM89.51 | 10 |
Showing 25 of 60 rows