Author

Hui Zhu

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Preprint Aug 2026

MedPlex: Deep Vision-Language Co-Adaptation for Clinically Grounded Medical Segmentation

Medical image segmentation is still largely treated as a vision-only problem, although clinical interpretation often relies on textual knowledge of anatomy, location, appearance, and surrounding context. Existing text-guided segmentation methods within the Vision-Language Model (VLM) paradigm often use language only as...

Rafi Ibn Sultan, Hui Zhu, Chengyin Li et al. · 0 citations

#artificial intelligence Preprint Aug 2026

Hallucination Mitigation for Large Vision-Language Models via Implicit Feature Stabilization

The framework, INFUSE, first stabilizes visual and textual representations around perturbation-averaged and ground-truth anchors, then aligns the stabilized representations across modalities with bidirectional contrastive objectives.

Aditi Sarker, Rafi Ibn Sultan, Hui Zhu et al. · 0 citations