- Noisy Student-Based Self-Training Enhances Landmark Detection in Intrapartum Ultrasound.- Unlabeled Data-Driven Fetal Landmark Detection in Intrapartum Ultrasound.- SSL-FetalBioNet: Self-Supervised Learning for Automated Angle of Progression Measurement in Intrapartum Ultrasound.- DSNT-DeepUNet: A Coordinate Prediction Method for Intrapartum Ultrasound.- Adversarially Fine-tuned Self-Supervised Framework for Automated Landmark Detection in Intrapartum Ultrasound.- Progressive Semi-supervised Landmark Detection Algorithm for Intrapartum Ultrasound Measurement.- Pseudo-label Enhanced TransUNet for Robust Landmark Localization in Intrapartum Ultrasound.- A Two-Stage Semi-Supervised Ensemble Framework for Automated Angle of Progression Measurement in Intrapartum Ultrasound.

- GRM Framework.- Heatmap Regression for Automated Angle of Progression Measurement: The Baseline Method for the IUGC2025.