Wednesday, 26 July 2023, 13:00 at Centre for Mathematical Sciences, MR12; also see abstract for Zoom link – *Abstract:* The large volume, enormous medical information, and stain variation are depicted as pathology image attributes; correspondingly, the products in the deep learning approaches, e.g., the heavy annotation workload, the diverse labeling strategy, the stain normalization unreliability, and the various artifacts, have hindered the diagnoses of pathology image. This talk …