BioengineeringbioRxivPreprint
Prompting Beyond Pairs: Decoupled Semantic Supervision for Knowledge-Guided Multiplex Virtual Staining
Yuqi Hu, Jiahao Wang, Kexiao Zheng…·Hanry Yu
This paper introduces a semantic supervision method for virtual staining that replaces pixel-level supervision with domain knowledge prompts, enabling high-fidelity synthesis of subcellular structures from single-channel data.
DOI 10.64898/2026.07.31.741995