3 papers
cs.CV2026
PGVMS: A Prompt-Guided Unified Framework for Virtual Multiplex IHC Staining with Pathological Semantic Learning
Fuqiang Chen, Ranran Zhang, Wanming Hu +6
Immunohistochemical (IHC) staining enables precise molecular profiling of protein expression, with over 200 clinically available antibody-based tests in modern pathology. However,…
cs.CV2025
USIGAN: Unbalanced Self-Information Feature Transport for Weakly Paired Image IHC Virtual Staining
Yue Peng, Bing Xiong, Fuqiang Chen +5
Immunohistochemical (IHC) virtual staining is a task that generates virtual IHC images from H\&E images while maintaining pathological semantic consistency with adjacent slices. Th…
eess.IV2024
Unpaired Multi-Domain Histopathology Virtual Staining using Dual Path Prompted Inversion
Bing Xiong, Yue Peng, RanRan Zhang +3
Virtual staining leverages computer-aided techniques to transfer the style of histochemically stained tissue samples to other staining types. In virtual staining of pathological im…