In this stage, my research aims to develop novel machine learning algorithms for device-agnostic medical data processing and analysis. My previous focus has been on addressing challenges related to Distribution Shift, Open Set Learning, and Partial Label Learning in order to create effective learning systems. Currently, I am also devoted to low-level vision enhancement in medical images.