Jing Cai

Hong Kong Polytechnic University, Hong Kong, SAR, China, Received 25 December 2024; revised 1 September 2025 and 24 November 2025; accepted 24 February 2026

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Computer Vision (1)Multimodal Models (1)Scientific Discovery & Drug Design (1)

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Fuqiang Chen (1)Fuqiang Chen (1)Ranran Zhang (1)Ranran Zhang (1)Wanming Hu (1)Wanming Hu (1)Deboch Eyob Abera (1)Deboch Eyob Abera (1)

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Feb 11, 2026

Feb 11, 2026·also CAS, PolyU, Received 25 December 2024; revised 1

PGVMS: A Prompt-Guided Unified Framework for Virtual Multiplex IHC Staining with Pathological Semantic Learning.

Achieve superior virtual multiplex IHC staining by prompting a visual language model with pathological insights, ensuring consistency across different stain modalities.

Fuqiang Chen, Fuqiang Chen, Ranran Zhang +12

Computer Vision Multimodal Models Scientific Discovery & Drug Design

Jing Cai

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Jing Cai

Research focus

Frequent co-authors

Papers (1)