SonoReasoner: Hierarchical Clinical Reasoning for Ultrasound Vision-Language Models

Abstract excerpt

<title>Abstract</title> <p>Ultrasound interpretation requires clinicians to integrate visual evidence with anatomical context and diagnostic reasoning, yet both human interpretation and current vision-language models (VLMs) often remain vulnerable to variability in perception and reasoning pathways. Despite rapid progress in medical and ultrasound VLMs and their evaluation benchmarks, existing systems still rarel...

Topics

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• Algorithms
• Deep Learning
• Image Processing, Computer-Assisted
• Mutation
• Neoplasms
• Pathology, Molecular
• Phenotype
• Precision Medicine

Identifiers and source

Literature Corpus work

edd63565-5562-5908-af1d-15d5ae2b47a2

DOI

10.21203/rs.3.rs-10209869/v1