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cs.CV2026
Semi-Supervised Virtual Staining via Morphology Preservation and Histopathological Realism Constraints
Baoshun Wang, Weiping Lin, Linwu Wang +3
Virtual staining aims to computationally generate target-stained histopathological images while reducing the cost and time associated with conventional staining procedures. However…
cs.CV2025
A Prototype-Guided Coarse Annotations Refining Approach for Whole Slide Images
Bingjian Yao, Weiping Lin, Yan He +2
The fine-grained annotations in whole slide images (WSIs) show the boundaries of various pathological regions. However, generating such detailed annotation is often costly, whereas…
cs.CV2025
Beyond Diagnostic Performance: Revealing and Quantifying Ethical Risks in Pathology Foundation Models
Weiping Lin, Shen Liu, Runchen Zhu +3
Pathology foundation models (PFMs), as large-scale pre-trained models tailored for computational pathology, have significantly advanced a wide range of applications. Their ability…