LVEF Estimation on EchoNet-Pediatric
3.88MAEEchoJEPA-G
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| EchoJEPA-GProtocol=Fine-Tuned2026.02 | 3.88 | — | — | |
| MCSDRInput Modality=Vision + Demographics2026.02 | 4.22 | 5.59 | 0.77 | |
| MCSDRInput Modality=Vision only2026.02 | 4.26 | 5.88 | 0.74 | |
| EchoJEPA-GProtocol=Zero-Shot2026.02 | 4.32 | — | — | |
| EchoPrimeProtocol=Fine-Tuned2026.02 | 4.53 | — | — | |
| CoReEchoReproducible Source Code=true2026.02 | 4.7 | 6.4 | 0.69 | |
| EchoCoTrReproducible Source Code=true2026.02 | 4.82 | 6.26 | 0.71 | |
| EchoPrimeProtocol=Zero-Shot2026.02 | 5.1 | — | — | |
| EchoJEPA-LProtocol=Fine-Tuned2026.02 | 5.12 | — | — | |
| EchoGraphsReproducible Source Code=true2026.02 | 5.29 | 6.87 | 0.65 | |
| PanEchoProtocol=Fine-Tuned2026.02 | 5.34 | — | — | |
| PanEchoProtocol=Zero-Shot2026.02 | 5.66 | — | — | |
| EchoGNNReproducible Source Code=true2026.02 | 5.69 | 7.28 | 0.6 | |
| EchoJEPA-LProtocol=Zero-Shot2026.02 | 6.31 | — | — | |
| EchoMAE-LProtocol=Fine-Tuned2026.02 | 6.75 | — | — | |
| EchoMAE-LProtocol=Zero-Shot2026.02 | 6.79 | — | — | |
| UVTReproducible Source Code=true2026.02 | 7.91 | 9.47 | 0.33 |