---
id: 20260526-T0-06
title: "医学VLM学会鉴别易混淆疾病：MedExpMem引入经验记忆机制"
title_en: "MedExpMem: Medical VLMs Learn to Differentiate Confusable Diseases"
url: https://ai.daily.yangsir.net/daily/20260526-T0-06
issue_date: 2026-05-26
publish_date: 2026-05-25T04:00:00.000Z
category: research
source_name: "arXiv cs.LG (ML)"
source_url: https://arxiv.org/abs/2605.22872
---

# 医学VLM学会鉴别易混淆疾病：MedExpMem引入经验记忆机制

经验丰富的医生在临床实践中不仅积累疾病知识，还具备鉴别易混淆疾病的能力。当前医学视觉语言模型（VLM）缺乏这种能力，容易在相似病症间做出错误判断。MedExpMem将经验记忆机制引入医学VLM，让模型通过模拟临床实践过程积累鉴别诊断经验。该方法在鉴别诊断任务中提升了模型区分相似病症的准确率，对开发辅助诊断系统具有实用价值。

## English Version

**MedExpMem: Medical VLMs Learn to Differentiate Confusable Diseases**

Experienced physicians acquire the ability to differentiate confusable conditions through clinical practice. Current medical VLMs lack this capability and often misjudge similar symptoms. MedExpMem introduces experience memory into medical VLMs, letting models accumulate differential diagnosis experience by simulating clinical practice. This improves accuracy in distinguishing similar conditions, with practical value for clinical diagnostic assistance systems.

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**来源**：[arXiv cs.LG (ML)](https://arxiv.org/abs/2605.22872)

**详情页**：https://ai.daily.yangsir.net/daily/20260526-T0-06

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