IEEE journal of biomedical and health informatics
OASIS-Net: An Obstetric Adversarial Semi-Supervised Image Segmentation Network for Cervical and Fetal Head Ultrasound Imaging.
Minh Huu Nhat Le, Tran Quoc Khanh Le, Thanh-Huy Nguyen, Dang Nguyen, Hien Quang Nguyen, Nhi Huu Hanh Le, Kien Dang Nguyen, Hien Quang Kha, Phat Ky Nguyen, Hoai Huu Le, Han Hong Huynh, Dang-Manh Ho, Thanh-Minh Nguyen, Quan Nguyen, Min Xu
Published: 202510.1109/JBHI.2025.3631102
Abstract
Accurate obstetric ultrasound segmentation is hampered by speckle noise and scarce annotations. We propose OASIS-Net, a dual-space adversarial semi-supervised framework that trains a single DeepLabV3$+$ backbone by minimizing one unified consistency…
Preview only. Read the full abstract at the source