Duyen Nguyen is a Postdoctoral Researcher at the Insight Centre, University of Galway. She received her Ph.D. in Biomechanics and Bioengineering at Centrale Lille Institut, France. Her doctoral research, titled “Advanced Modeling of the Childbirth System using different Deep Learning Methods: From Fetal Skeleton Segmentation to Real-Time Soft Tissue Deformation”, focused on developing deep learning approaches to childbirth simulation. Her research interest concerns generative AI, and deep learning-driven for computational mechanics and medical image processing. She has research experience in Vietnam, Germany, and France.”