arxivcs.CVeess.IV2026-07-04
ContiStain: Cross-Domain Relation-Preserving Distillation for Continual Multi-Domain Virtual IHC Staining
Fuqiang Chen, Yifeng Wang, Hongpeng Wang, Yongbing Zhang
A unified multiplex virtual staining model enables scalable and non-destructive multiplex analysis from H&E slides while promoting parameter efficiency, shared pathological knowledge, and consistent cross-biomarker representations. However, in clinical practice, data for new biom…