2 papers
cs.CV2026
Every Pixel Is an Option: A System One Model for Medical Ultrasound Biometry
Moein Heidari, Junbo Rao, Yudan Chen +6
**Purpose:** Ultrasound biometry is widely used across various clinical applications, including prenatal and cardiac examinations, to obtain quantitative measurements by placing ca…
cs.CV2026
Which Pretext Task Transfers? Self-Supervised Pretraining Objectives for Lung Ultrasound
Moein Heidari, Junbo Rao, Jai Choraria +3
Self-supervised learning (SSL) can reduce the need for labelled medical images, but the choice of pretext objective remains unclear for lung ultrasound (LUS). Contrastive learning,…