Author

Zhi-Hua Wang

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Preprint Aug 2026

From Generalist to Specialist: A Context-Fusion Framework for Endoscopic Polyp Reporting with a Frozen VLM

Across numerical, categorical, and report-generation metrics, the proposed framework substantially improved direct frozen-VLM inference and achieved the strongest overall performance among the evaluated methods, supporting the context-fusion framework as a lightweight and effective strategy for specialist adaptation of...

Rui-Jie Yang, Yan Zhu, Pei-Yao Fu et al. · 0 citations

Jul 2026

A report-grounded vision-language foundation model for colonoscopy from 280000 routine reports

EndoCLIP, a colonoscopy vision-language foundation model trained on 125,756 lesion-level image-text pairs progressively recovered from 280,476 routine colonoscopy records, is developed, suggesting that recovering finding-to-frame correspondence can transform routine documentation into scalable supervision, enabling cli...

Jia Yu, Yan Zhu, Yili He et al. · arXiv.org · 0 citations