EchoNet-Dynamic
Benchmarks
| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Ejection Fraction Prediction | EchoNet-Dynamic (test) | R20.84 | 44 | |
| LVEF Prediction | EchoNet-Dynamic (test) | MAE6.42 | 28 | |
| Segmentation | EchoNet-Dynamic (external) | Dice Coefficient93.1 | 15 | |
| Video Generation | EchoNet-Dynamic (test) | FID17.4 | 13 | |
| Echocardiography Video Segmentation | EchoNet-Dynamic | Dice Coefficient93.46 | 9 | |
| Left Ventricle Segmentation | EchoNet-Dynamic 1.0 (test) | Dice92.67 | 9 | |
| Ejection Fraction Estimation | EchoNet-Dynamic 1.0 (test) | Correlation Coefficient84.5 | 9 | |
| LVEF estimation | EchoNet-Dynamic Stanford | MAE3.97 | 5 | |
| Ejection Fraction Estimation | EchoNet-Dynamic (test) | R20.76 | 5 | |
| Cardiac Phase Detection | Adult Echocardiography (EchoNet-Dynamic) 1276 videos (test) | MAE Frames ED2.1 | 5 | |
| Regression | EchoNet-Dynamic | R0.63 | 3 | |
| Ultrasound Video Generation | EchoNet-Dynamic LIDM Generated Hearts (test) | FID22.6 | 3 | |
| ES/ED Frame Detection | EchoNet-Dynamic (test) | ES Average Frame Difference2.86 | 3 | |
| Ultrasound Video Generation | EchoNet-Dynamic Encoded Real Hearts (test) | FID17.4 | 2 | |
| Echocardiogram Video Reconstruction | EchoNet-Dynamic (val) | R²0.93 | 2 | |
| LVEF regression | Synthetic EchoNet-Dynamic (test) | R20.93 | 1 |
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