3 papers
cs.CV2025
DMAF-Net: An Effective Modality Rebalancing Framework for Incomplete Multi-Modal Medical Image Segmentation
Libin Lan, Hongxing Li, Zunhui Xia +1
Incomplete multi-modal medical image segmentation faces critical challenges from modality imbalance, including imbalanced modality missing rates and heterogeneous modality contribu…
cs.CV2025
Cross-Modal Clustering-Guided Negative Sampling for Self-Supervised Joint Learning from Medical Images and Reports
Libin Lan, Hongxing Li, Zunhui Xia +5
Learning medical visual representations directly from paired images and reports through multimodal self-supervised learning has emerged as a novel and efficient approach to digital…
cs.CV2025
DSSAU-Net:U-Shaped Hybrid Network for Pubic Symphysis and Fetal Head Segmentation
Zunhui Xia, Hongxing Li, Libin Lan
In the childbirth process, traditional methods involve invasive vaginal examinations, but research has shown that these methods are both subjective and inaccurate. Ultrasound-assis…