AI RESEARCH
Deep Learning Strain Estimation: Is Physics-Based Simulation the Solution?
arXiv CS.AI
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ArXi:2605.28697v1 Announce Type: cross Speckle tracking echocardiography (STE) is the clinical standard for myocardial strain estimation. Despite good performance on global strain (GLS), its accuracy for regional strain remains limited, even though this biomarker is highly relevant for early diagnosis and the characterization of subtle abnormalities. from clinical data. Deep learning is a promising alternative, but its development is constrained by the lack of reliable motion references.