CAMUS
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Cardiac ultrasound segmentation | CAMUS (test) | DSC92.01 | 37 | |
| Image Denoising | CAMUS | PSNR38.8399 | 24 | |
| Medical Image Segmentation | CAMUS (test) | DSC88.05 | 22 | |
| Echocardiography Video Segmentation and Ejection Fraction Estimation | CAMUS | Pearson Correlation90.47 | 18 | |
| Medical Image Segmentation | CAMUS | LV Dice94.61 | 16 | |
| EF Grading | CAMUS Considerably reduced (test) | Accuracy92 | 10 | |
| EF Grading | CAMUS Mildly reduced (test) | Accuracy80 | 10 | |
| EF Grading | CAMUS Normal (test) | Accuracy88 | 10 | |
| Left Ventricular Ejection Fraction (LVEF) Estimation | CAMUS | Correlation Coefficient0.835 | 9 | |
| Left Ventricle Segmentation | CAMUS | mDice94.82 | 9 | |
| Echocardiography Video Segmentation | CAMUS | mDice95.11 | 9 | |
| Ultrasound Video Segmentation | CAMUS (test) | DSC94.34 | 9 | |
| Cardiac structure segmentation | CAMUS | Endocardium Score93.95 | 8 | |
| Myocardium Segmentation | CAMUS Poor Quality 23 (test) | mDice86.7 | 8 | |
| Myocardium Segmentation | CAMUS Good/Medium Quality 23 (test) | mDice85.8 | 8 | |
| Left ventricle segmentation | CAMUS (test) | DSC93.8 | 8 | |
| Uncertainty Estimation | CAMUS (test) | Correlation0.78 | 8 | |
| LVEF estimation | CAMUS (test) | MAE5.73 | 7 | |
| Echocardiogram Video Generation | CAMUS | FID38.5 | 6 | |
| Echocardiogram Video Reconstruction | CAMUS | FID38.5 | 6 | |
| Ejection Fraction regression | CAMUS A4C view (10-fold CV) | G&M Qual Correlation0.807 | 6 | |
| Segmentation Model Ranking | CAMUS | nnQC Rank1 | 5 | |
| Cardiac Segmentation | CAMUS patient-level splits | Dice (Background)98.6 | 5 | |
| Semantic Segmentation | CAMUS (test) | DSC91.29 | 5 | |
| Medical Image Segmentation | CAMUS LV Endocardium | DSC63.8 | 2 |
Showing 25 of 29 rows