Semi-supervised fetal cardiac ultrasound analysis using SAM-Med2D boundary refinement and DINOv3 semantic enhancement on the EchoCare backbone reports 79.99% Dice, 61.62% NSD, and 41.20% F1 on the FETUS 2026 leaderboard.
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Synergistic Foundation Models for Semi-Supervised Fetal Cardiac Ultrasound Analysis: SAM-Med2D Boundary Refinement and DINOv3 Semantic Enhancement
Semi-supervised fetal cardiac ultrasound analysis using SAM-Med2D boundary refinement and DINOv3 semantic enhancement on the EchoCare backbone reports 79.99% Dice, 61.62% NSD, and 41.20% F1 on the FETUS 2026 leaderboard.