Ziyun Liang is a DPhil Student in the Department of Engineering Science at the University of Oxford, supervised by Prof. Konstantinos Kamnitsas. Prior to her doctoral studies, Ziyun obtained her M.S. degree from Shanghai Jiao Tong University, and B.S. degree from Huazhong University of Science and Technology. Her research interest focuses on developing machine learning solutions to improve the reliability of medical image analysis algorithms for safe clinical deployment.