MRI
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Image Generation | MRI | FDD0.041 | 22 | |
| Classification | MRI | Accuracy93 | 20 | |
| Medical Image Segmentation | MRI | Dice Coefficient0.76 | 18 | |
| MRI Super-Resolution | MRI (test) | PSNR32.13 | 17 | |
| Human Activity Recognition | mRi | Accuracy98 | 16 | |
| Interactive Medical Image Segmentation | MRI (Magnetic Resonance Imaging) | Dice0.854 | 16 | |
| Low-Rank Tensor Completion | MRI Sampling Rate 1% | MPSNR32.06 | 15 | |
| Low-Rank Tensor Completion | MRI Sampling Rate (0.5%) | MPSNR31.2 | 15 | |
| Low-Rank Tensor Completion | MRI Sampling Rate 0.3% | MPSNR29.91 | 15 | |
| Low-Rank Tensor Completion | MRI Sampling Rate 0.1% | MPSNR27.38 | 15 | |
| MRI Reconstruction | MRI AF = 4 | PSNR38.16 | 9 | |
| Medical image reconstruction | MRI (Magnetic Resonance Imaging) | rFID6.32 | 8 | |
| Low Field MRI Enhancement | T1w MRI | PSNR (dB)30.55 | 7 | |
| MRI Reconstruction | MRI 30% sampling ratio | PSNR (dB)40.67 | 7 | |
| MRI Reconstruction | MRI 25% sampling ratio small (train) | PSNR (dB)38.8 | 7 | |
| MRI Reconstruction | MRI 20% sampling ratio | PSNR (dB)37.54 | 7 | |
| MRI Reconstruction | MRI 15% sampling ratio small (train) | PSNR (dB)34.9 | 7 | |
| MRI Reconstruction | MRI 10% sampling ratio | PSNR (dB)32.13 | 7 | |
| Whole Heart Segmentation | Client 4 MRI (test) | Dice (Myo)0.7088 | 7 | |
| Temporal Synchronization | mRi (test) | MAE0.47 | 7 | |
| Denoising | MRI sigma=0.25 | PSNR36.1 | 7 | |
| Denoising | MRI (sigma=0.20) | PSNR37.2 | 7 | |
| Denoising | MRI sigma=0.15 | PSNR38.55 | 7 | |
| Denoising | MRI sigma=0.10 | PSNR39.2 | 7 | |
| Denoising | MRI sigma=0.05 | PSNR40.53 | 7 |
Showing 25 of 44 rows