Integrating Vision-Language Models and Multi-Agent LLM Systems for Clinical Reasoning in Brain Tumor Analysis

Domaine:

healthcare

Type de record:

paper

Créateur:

Hou

Éditeur:

Cen

Éditeur:

OSF

Hôte:

This preprint presents a multi-agent clinical reasoning system for brain tumor MRI analysis, integrating MedViT visual embeddings, FAISS similarity retrieval, U-Net segmentation, Grad-CAM explainability, and LLaMA 3 70B report synthesis within a LangChain pipeline. Evaluated on BraTS 2020. Developed at ESPRIT University, Tunisia.

Tasks

computer vision

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