Brain MRI
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| MRI Reconstruction | Brain MRI 100/5x Acceleration ADMM-Net | PSNR36.65 | 11 | |
| MRI Reconstruction | Brain MRI 100/10x Acceleration ADMM-Net | PSNR39.23 | 11 | |
| MRI Reconstruction | Brain MRI 100/15x Acceleration ADMM-Net | PSNR41.01 | 11 | |
| Text-to-image generation | Brain MRI (test) | AUC88.3 | 11 | |
| Medical Anomaly Detection | Brain MRI | Precision91.1 | 10 | |
| Anomaly Detection | Brain MRI | Pixel AUROC0.965 | 10 | |
| Undersampled MRI Reconstruction | Brain MRI | PSNR (dB)43.16 | 10 | |
| Medical Image Segmentation | Brain MRI | IoU75.7 | 9 | |
| Brain MRI Synthesis | Brain MRI 1000 samples (val) | Sex Accuracy88 | 8 | |
| Longitudinal Brain MRI Synthesis | Brain MRI Δt ≥ 36 (test) | SSIM0.8305 | 7 | |
| Longitudinal Brain MRI Synthesis | Brain MRI 24 ≤ Δt < 36 (test) | SSIM83.8 | 7 | |
| Longitudinal Brain MRI Synthesis | Brain MRI 12 ≤ Δt < 24 months (test) | SSIM84.37 | 7 | |
| Longitudinal Brain MRI Synthesis | Brain MRI 0 ≤ Δt < 12 (test) | SSIM0.8975 | 7 | |
| Missingness Bias Reduction | Brain MRI | KL Divergence1.16 | 7 | |
| Pixel-level Anomaly Detection | Brain MRI | AUROC97.3 | 7 | |
| Anomaly Detection | Brain MRI | AUROC (Image Level)91.6 | 7 | |
| Image Generation | Brain-MRI | RadFID0.19 | 7 | |
| Subcortical Brain Region Segmentation | Brain MRI Cross-Age 1.0 (test) | HC Score75.8 | 6 | |
| Subcortical Brain Region Segmentation | Brain MRI Cross-Site 1.0 (test) | HC Score70 | 6 | |
| Subcortical Brain Region Segmentation | Brain MRI Cross-Sequence 1.0 (test) | Score (HC)70.3 | 6 | |
| Medical Reasoning | Brain MRI (test) | ROUGE67 | 5 | |
| 4x Super-Resolution | Brain MRI | PSNR31.69 | 5 | |
| Volumetric Medical Image Registration | Brain MRI (test) | Dice72.6 | 5 | |
| Deformable Image Registration | Brain MRI First Experiment (unsupervised) | Dice Coefficient75.5 | 5 | |
| Medical Image Classification | Brain MRI Radiology | CER0 | 4 |
Showing 25 of 41 rows