| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Low-rank tensor decomposition | Cardiac MRI tensor | Avg Iteration Time (s)1.187 | 64 | |
| Cardiac Segmentation | Cardiac b-SSFP MRI | DSC (LV-BP)71.26 | 24 | |
| PAWP Prediction | Cardiac MRI (test) | AUC0.8327 | 17 | |
| Heart Shape Reconstruction | Cardiac MRI ACDC M&Ms M&Ms-2 Missing Part (test) | Contour Distance (Myocardium)0.626 | 11 | |
| Segmentation | Cardiac MRI | Accuracy95.8 | 10 | |
| Undersampled MRI Reconstruction | Cardiac MRI | PSNR (dB)37.3 | 10 | |
| Image Synthesis | Cardiac MRI (test) | FID212.86 | 9 | |
| Cardiac Reconstruction | Cardiac MRI dataset | Contour Distance (mm)3.41 | 6 | |
| Disease detection | Cardiac MRI external (test) | Balanced Accuracy81 | 6 | |
| PAWP prediction | Cardiac MRI cohort | AUROC0.813 | 2 |