MRI
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Image Reconstruction | MRI | Uncertainty Interval Length0.088 | 30 | |
| Image Generation | MRI | FDD0.041 | 22 | |
| Medical Image Segmentation | MRI (47 anatomical and pathological targets) SAMRI Performance Evaluation (test) | Dice Score98 | 20 | |
| Classification | MRI | Accuracy93 | 20 | |
| Medical Image Segmentation | MRI | Dice Coefficient0.76 | 18 | |
| MRI Super-Resolution | MRI (test) | PSNR32.13 | 17 | |
| Hallucination Detection | MRI | HDR96.81 | 16 | |
| 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 | |
| Tensor Completion | MRI 80% missing ratio | PSNR22.33 | 12 | |
| Tensor Completion | MRI 50% missing ratio | PSNR27.32 | 12 | |
| Binary Classification | MRI TBI vs. PTE | Accuracy77 | 11 | |
| Binary Classification | MRI HC vs. PTE | Accuracy (ACC)84 | 11 | |
| Binary Classification | MRI HC vs. TBI | Accuracy76 | 11 | |
| Image Denoising | MRI | PSNR31.77 | 10 | |
| Magnetic Resonance Imaging | MRI AFs = 5 | PSNR29.39 | 9 | |
| MRI slice interpolation | MRI 8-slice gap (test) | PSNR37.43 | 9 | |
| MRI Reconstruction | MRI AF = 4 | PSNR38.16 | 9 | |
| Tensor Completion | MRI 70% missing ratio | PSNR22.81 | 8 | |
| Tensor Completion | MRI 60% missing ratio | PSNR25.3 | 8 | |
| MRI Super-Resolution | MRI | PSNR31.99 | 8 |
Showing 25 of 67 rows