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 | |
| Cardiac Ultrasound Segmentation | CAMUS | Dice91.6 | 18 | |
| Echocardiography Video Segmentation and Ejection Fraction Estimation | CAMUS | Pearson Correlation90.47 | 18 | |
| Medical Image Segmentation | CAMUS | LV Dice94.61 | 16 | |
| Echocardiography Segmentation | CAMUS (test) | Dice (ENDO)94.4 | 13 | |
| Mitral Valve Commissure Landmark Localization | CAMUS (test) | MVC Landmark 7.5mm MpC34.7 | 12 | |
| EF Grading | CAMUS Considerably reduced (test) | Accuracy92 | 10 | |
| EF Grading | CAMUS Mildly reduced (test) | Accuracy80 | 10 | |
| EF Grading | CAMUS Normal (test) | Accuracy88 | 10 | |
| Video Object Segmentation | CAMUS | Dice Coefficient95.31 | 9 | |
| 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 | |
| Ultrasound Image Quality Assessment | CAMUS A4C view (test) | SRCC0.779 | 6 | |
| Ultrasound Image Quality Assessment | CAMUS A2C view (test) | SRCC0.762 | 6 | |
| Point Tracking | CAMUS | Mean Tracking Error (MTE)1.33 | 6 |
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