a Ph.D. student in the Department of Computer Science & Information Engineering at NTU. I'm a member of the AIMM research group in CMLab, advised by Wen-Huang Cheng and Hong-Han Shuai. My work centers on advancing vision-centric perception for driving environments, specifically in the domains of semantic occupancy prediction and test-time adaptation when facing unknown scenes.