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Author

Jiamin Lin

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Preprint Aug 2026

MedUP: Awakening Unified Understanding and Perception in Medical Vision-Language Models

This work presents MedUP, a Med-VLM that natively unifies perception and understanding within a shared token space, and curates UniMed-Train, a 1.84M-instance corpus spanning text-guided segmentation, region-grounded understanding, medical VQA and CoT-based segmentation, and introduces UniMed-Bench for unified evaluati...

Yuan Wang, Hualiang Wang, Yixin Chen et al. · 0 citations

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