Author

Lian-Sheng Wang

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#artificial intelligence Preprint Sep 2026

Semi-Supervised Virtual Staining via Morphology Preservation and Histopathological Realism Constraints

A stable semi-supervised virtual staining framework that jointly exploits both limited paired data and abundant unpaired source images is proposed, which suppress structural and appearance drift, stabilize semi-supervised stain translation, and promote the preservation of diagnostically relevant information.

Baoshun Wang, Weiping Lin, Lin-Wu Wang et al. · 0 citations

Jul 2026

PathView-Bench: Can Multimodal Large Language Models Achieve Fine-grained Multiscale Understanding of Pathology Images?

PathVU is introduced, a vision-anchored benchmark for fine-grained and multiscale visual understanding in computational pathology that provides a reproducible basis for developing and evaluating pathology MLLMs with explicit multiscale visual understanding.

Zongyi Chen, Yu-Ping Liang, Jie Lin et al. · arXiv.org · 2 citations