Brain
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Medical Anomaly Detection | Brain | Dice Score89.47 | 15 | |
| Medical Image Classification | Brain (test) | Accuracy96.8 | 14 | |
| Node Clustering | Brain (test) | ACC37.6 | 11 | |
| 3D Surface Reconstruction | Brain 25 (test) | CD (x100)0.65 | 10 | |
| CS-MRI Reconstruction | Brain dataset CS ratio 0.20 (test) | PSNR39.65 | 8 | |
| CS-MRI Reconstruction | Brain dataset CS ratio 0.05 (test) | PSNR34.02 | 8 | |
| Node Classification | Brain-10 | Accuracy (Sum)94.8 | 8 | |
| MRI Reconstruction (Spiral) | brain AXT1POST | PSNR33.12 | 8 | |
| MRI Reconstruction (Radial) | brain AXT1POST | PSNR31.89 | 8 | |
| MRI Reconstruction (Cartesian) | brain AXT1POST | PSNR32.7 | 8 | |
| MRI Super-Resolution | Brain | PSNR36.07 | 8 | |
| 3D linear structure delineation | Brain | Correlation98.3 | 7 | |
| Graph Generation | Brain | Mu (μ)56.86 | 6 | |
| OOD Detection | Brain | Accuracy78.9 | 6 | |
| Medical Image Registration | Brain holdout (test) | Dice Score78 | 6 | |
| Medical Anomaly Segmentation | Brain | Dice Coefficient89.47 | 5 | |
| Image Registration | Brain | Log Det(J)0.0022 | 5 | |
| Segmentation | Brain | Correlation99 | 5 | |
| Constitutive Modeling | Brain | R² (Uniaxial Tension)0.99 | 4 | |
| Medical Anomaly Detection | Brain | AUC98.1 | 2 | |
| Anomaly Detection | Brain | AP98.1 | 2 | |
| Clustering | Brain | Clustering Accuracy78.3 | 2 |
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