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Preprint Aug 2026

Rethinking Medical Landmark Localization with Prototype Learning-based Progressive Offset Correction

Accurate landmark localization in medical images is a fundamental step for quantitative clinical measurement and downstream analysis. Existing localization methods have advanced, among which multi-stage refinement is a superior solution. Although this strategy mitigates the anatomical ambiguity inherent in single-stage...

Jing-Xian Xu, Yu-Hao Huang, RuSi Chen et al. · 0 citations
Preprint Aug 2026

Cross-Modal Ultrasound-MRI Learning for Fetal Brain Ventricular Volumetry and Abnormality Screening

Assessment of ventriculomegaly (VM) on fetal brain ultrasound relies primarily on measuring lateral ventricular atrial width on standard planes, which is operator-dependent and may not fully reflect the overall ventricular enlargement. Fetal brain MRI provides more reliable volumetric information but is costly and less...

Yu-Hao Huang, Yuanji Zhang, Yuhuan Lu et al. · 0 citations

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