LVEF estimation on Chicago (cross-site generalization)
5.44MAEEchoJEPA-G
Evaluation results
| Method | Links | |
|---|---|---|
| EchoJEPA-GObjective=Latent Prediction, Evaluation Protocol=Frozen backbone, Probe=Attentive probe2026.02 | 5.44 | |
| PanEchoObjective=Supervised multitask, Evaluation Protocol=Frozen backbone, Probe=Attentive probe2026.02 | 6.52 | |
| EchoPrimeObjective=Contrastive VLM, Evaluation Protocol=Frozen backbone, Probe=Attentive probe2026.02 | 6.71 | |
| EchoJEPA-LObjective=Latent Prediction, Backbone=ViT-L, Evaluation Protocol=Frozen backbone, Probe=Attentive probe2026.02 | 7.39 | |
| EchoMAE-LObjective=Reconstruction, Backbone=ViT-L, Evaluation Protocol=Frozen backbone, Probe=Attentive probe2026.02 | 9.4 |