I. Introduction
DRSEM is important in semiconductor manufacturing, aiding fabs in defect monitoring and source tracing[1]. However, with the progression of semiconductor technology and the increasing complexity of chip designs, DRSEM confronts substantial challenges in effectively identifying defects within these intricate patterns [2].