arXivDaily arXiv每日学术速递 周一至周五更新

科学与医疗

医学 AI

医学智能、临床 AI、医学影像、病理、诊断和医疗健康大模型。

2026-02-17 至 2026-02-17 共收录 16 信号源:cs.CV, cs.LG, q-bio, eess.IV, eess.SP

1. 诊断辅助 16 篇

2602.13335 2026-02-17 cs.CV 83%

Meningioma Analysis and Diagnosis using Limited Labeled Samples

利用有限标注样本进行脑膜瘤分析与诊断

Jiamiao Lu, Wei Wu, Ke Gao, Ping Mao, Weichuan Zhang, Tuo Wang, Lingkun Ma, Jiapan Guo, Zanyi Wu, Yuqing Hu, Changming Sun

机构 * Shaanxi University of Science and Technology(陕西科技大学) Department of Neurosurgery, The First Affiliated Hospital of Xi'an Jiaotong University(西安交通大学第一附属医院神经外科) Department of Neurosurgery, The First Affiliated Hospital of Fujian Medical University(福建医科大学第一附属医院神经外科) Department of Radiotherapy, University of Groningen, University Medical Center Groningen(格罗宁根大学放射治疗科,格罗宁根大学医学中心) Department of Nephrology, Chenggong Hospital Affiliated to Xiamen University(厦门大学附属晋江医院肾内科)

专题命中 诊断辅助 :diagnosis(title,abstract);MRI(abstract);分类 cs.CV

AI总结 本文提出了一种基于特征融合和自适应权重的少样本脑膜瘤学习方法,通过引入新的MRI数据集验证了其在脑膜瘤分类中的优越性能。

Comments 19 pages,7 figures

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2506.20430 2026-02-17 cs.CL cs.AI cs.CV cs.MA 79%

An Agentic System for Rare Disease Diagnosis with Traceable Reasoning

一种具有可追溯推理的罕见病诊断代理系统

Weike Zhao, Chaoyi Wu, Yanjie Fan, Xiaoman Zhang, Pengcheng Qiu, Yuze Sun, Xiao Zhou, Yanfeng Wang, Xin Sun, Ya Zhang, Yongguo Yu, Kun Sun, Weidi Xie

专题命中 诊断辅助 :diagnosis(title,abstract);分类 cs.CV

AI总结 DeepRare是一种基于大型语言模型的多代理系统,通过整合40多种专用工具和最新知识源,为罕见病诊断提供决策支持,实现了透明可追溯的推理链。

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2506.19474 2026-02-17 cs.CV 79%

HMSViT: A Hierarchical Masked Self-Supervised Vision Transformer for Corneal Nerve Segmentation and Diabetic Neuropathy Diagnosis

HMSViT:一种用于角膜神经分割和糖尿病性周围神经病变诊断的分层遮蔽自监督视觉Transformer

Xin Zhang, Liangxiu Han, Yue Shi, Yanlin Zheng, Uazman Alam, Maryam Ferdousi, Rayaz Malik

机构 * Department of Computing and Mathematics, Manchester Metropolitan University(计算与数学系,曼彻斯特 Metropolitan 大学) Department of Eye and Vision Sciences, University of Liverpool(眼科学与视觉科学系,利物浦大学) Faculty of Biology, Medicine and Health, University of Manchester(生物、医学与健康学院,曼彻斯特大学) Department of Medicine, Weill Cornell Medicine-Qatar(医学系,Weill Cornell Medicine-Qatar)

专题命中 诊断辅助 :diagnosis(title,abstract);分类 cs.CV

AI总结 HMSViT通过分层遮蔽自监督学习和多尺度特征提取,实现了角膜神经分割和糖尿病性周围神经病变诊断的高精度与低计算成本。

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2602.13979 2026-02-17 cs.CL 78%

Chain-of-Thought Reasoning with Large Language Models for Clinical Alzheimer's Disease Assessment and Diagnosis

基于大语言模型的链式推理在临床阿尔茨海默病评估与诊断中的应用

Tongze Zhang, Jun-En Ding, Melik Ozolcer, Fang-Ming Hung, Albert Chih-Chieh Yang, Feng Liu, Yi-Rou Ji, Sang Won Bae

机构 * Stevens Institute of Technology(斯蒂文斯理工学院) Surgical Trauma Intensive Care Unit(外科创伤重症护理科) Institute of Brain Science(脑科学研究所) National Yang Ming Chiao Tung University(国立阳明交通大学)

专题命中 诊断辅助 :diagnosis(title,abstract)

AI总结 本文提出利用大语言模型的链式推理进行阿尔茨海默病的评估与诊断,通过生成推理路径提升诊断稳定性和性能,F1分数提升达15%。

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2601.12991 2026-02-17 cs.HC cs.CL 78%

RAGExplorer: A Visual Analytics System for the Comparative Diagnosis of RAG Systems

RAGExplorer: 一种用于RAG系统比较诊断的可视化分析系统

Haoyu Tian, Yingchaojie Feng, Zhen Wen, Haoxuan Li, Minfeng Zhu, Wei Chen

机构 * State Key Lab of CAD&CG, Zhejiang University(CAD与CG国家重点实验室,浙江大学) School of Computing, National University of Singapore(computing学院,新加坡国立大学) Zhejiang University(浙江大学)

专题命中 诊断辅助 :diagnosis(title,abstract)

AI总结 RAGExplorer是一种用于RAG系统比较诊断的可视化分析系统,通过宏观到微观的工作流程帮助开发者理解性能权衡并优化设计。

Comments 11 pages, 7 figures. Accepted to IEEE TVCG (PacificVis 2026)

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2602.13712 2026-02-17 cs.CV cs.LG 62%

Fine-tuned Vision Language Model for Localization of Parasitic Eggs in Microscopic Images

用于微镜图像中寄生虫卵定位的微调视觉语言模型

Chan Hao Sien, Hezerul Abdul Karim, Nouar AlDahoul

专题命中 诊断辅助 :diagnosis(abstract);分类 cs.CV、cs.LG

AI总结 本文提出一种微调的视觉语言模型,用于自动定位显微图像中的寄生虫卵,实验结果显示其在mIOU指标上优于其他目标检测方法。

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2602.14365 2026-02-17 cs.CV cs.AI 57%

Image-based Joint-level Detection for Inflammation in Rheumatoid Arthritis from Small and Imbalanced Data

基于图像的类间检测用于从小而不平衡的数据中检测类风湿性关节炎的炎症

Shun Kato, Yasushi Kondo, Shuntaro Saito, Yoshimitsu Aoki, Mariko Isogawa

机构 * Keio University(Keio大学)

专题命中 诊断辅助 :diagnosis(abstract);分类 cs.CV

AI总结 本文提出了一种结合自监督预训练和不平衡训练的框架,用于从RGB手图像中检测类风湿性关节炎的炎症,提升了F1和Gmean指标。

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2602.14283 2026-02-17 cs.NI cs.LG 57%

MILD: Multi-Intent Learning and Disambiguation for Proactive Failure Prediction in Intent-based Networking

MILD:基于意图的网络中面向主动故障预测的多意图学习与歧义消除

Md. Kamrul Hossain, Walid Aljoby

机构 * Information and Computer Science Department, King Fahd University of Petroleum and Minerals(信息与计算机科学系,国王法赫德石油与矿物大学) IRC for Intelligent Secure Systems, King Fahd University of Petroleum and Minerals(智能安全系统研究组,国王法赫德石油与矿物大学)

专题命中 诊断辅助 :diagnosis(abstract);分类 cs.LG

AI总结 MILD通过主动故障预测和意图层面的歧义消除,提升了意图基网络中故障修复前置时间及根本原因识别准确性。

Comments Copyright 2026 IEEE. Accepted for presentation in IEEE/IFIP NOMS 2026

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2602.14233 2026-02-17 cs.LG cs.AI q-fin.CP 57%

Evaluating LLMs in Finance Requires Explicit Bias Consideration

评估金融领域的LLM需要显式考虑偏见

Yaxuan Kong, Hoyoung Lee, Yoontae Hwang, Alejandro Lopez-Lira, Bradford Levy, Dhagash Mehta, Qingsong Wen, Chanyeol Choi, Yongjae Lee, Stefan Zohren

机构 * University of Chicago Booth School of Business(芝加哥大学商学院) Pusan National University(釜山国立大学) Ulsan National Institute of Science(乌山国立科学研究院) University of Oxford(牛津大学) University of Florida(佛罗里达大学)

专题命中 诊断辅助 :diagnosis(abstract);分类 cs.LG

AI总结 本文提出了一种结构性有效性框架,强调在金融领域使用LLM时需显式考虑偏见问题,并提出了评估检查表以确保结果的有效性。

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2602.14170 2026-02-17 eess.SP 57%

Explainable Interictal Epileptiform Discharge Detection Method Based on Scalp EEG and Retrieval-Augmented Generation

基于头皮 EEG 和检索增强生成的可解释性癫痫发作前放电检测方法

Yu Zhu, Jiayang Guo, Jun Jiang, Peipei Gu, Xin Shu, Duo Chen

专题命中 诊断辅助 :diagnosis(abstract);分类 eess.SP

AI总结 本文提出了一种基于头皮 EEG 和检索增强生成的可解释性癫痫发作前放电检测方法,通过双编码器和对比学习提升诊断性能和临床可解释性。

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2602.13846 2026-02-17 cs.CV 57%

Cardiac Output Prediction from Echocardiograms: Self-Supervised Learning with Limited Data

从超声心动图预测心脏输出:基于自监督学习的有限数据方法

Adson Duarte, Davide Vitturini, Emanuele Milillo, Andrea Bragagnolo, Carlo Alberto Barbano, Riccardo Renzulli, Michele Cannito, Federico Giacobbe, Francesco Bruno, Ovidio de Filippo, Fabrizio D'Ascenzo, Marco Grangetto

机构 * University of Turin, Italy(都灵大学,意大利) LINKS Foundation, Italy(LINKS基金会,意大利)

专题命中 诊断辅助 :diagnosis(abstract);分类 cs.CV

AI总结 本文提出基于SimCLR的自监督学习方法,利用有限数据集提升超声心动图中心脏输出预测的准确性,测试集相关系数达0.41,优于现有模型。

Comments Accepted at ISBI 2026

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2602.13760 2026-02-17 cs.CV 57%

SAM4Dcap: Training-free Biomechanical Twin System from Monocular Video

SAM4Dcap:无需训练的单目视频生物力学双系统

Li Wang, HaoYu Wang, Xi Chen, ZeKun Jiang, Kang Li, Jian Li

机构 * Sports Medicine Center, West China Hospital, West China School of Medicine, Sichuan University, Chengdu, Sichuan, China(四川大学华西医院运动医学中心) West China Biomedical Big Data Center, West China Hospital, Sichuan University, Chengdu, China(四川大学华西医院生物医学大数据中心)

专题命中 诊断辅助 :diagnosis(abstract);分类 cs.CV

AI总结 SAM4Dcap通过单目视频无需训练实现生物力学分析,结合4D人体网格恢复与OpenSim求解器,提供灵活的非实验室运动分析基础。

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2602.02728 2026-02-17 astro-ph.EP astro-ph.IM 50%

Imaging Venus-like Worlds: Spectral, Polarimetric, and UV Diagnostics for the Habitable Worlds Observatory

类金星世界的成像:用于宜居世界观测站的光谱、偏振和紫外诊断

Stephen R. Kane, Kimberly M. Bott, Kenneth E. Goodis Gordon, Emma L. Miles, Colby M. Ostberg, Paul K. Byrne, Ludmila Carone, Tansu Daylan, Antonio Garcia Munoz, Caleb K. Harada, Renyu Hu, Noam. R. Izenberg, Erika Kohler, Malena Rice, Sabina Sagynbayeva, Manuel Scherf, Edward W. Schwieterman, Peter Woitke

专题命中 诊断辅助 :diagnosis(abstract)

AI总结 本文提出利用HWO观测站对金星带和宜居带地球型系外行星进行光谱、偏振和紫外诊断,以研究其大气化学和云微物理特征。

Comments 15 pages, 5 figures, 2 tables, accepted for publication in PASP

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2602.14128 2026-02-17 math.GN 50%

Fuzzy Aura Topological Spaces with Applications to Rough Set Theory and Medical Decision Making

模糊aura拓扑空间及其在粗糙集理论与医疗决策中的应用

Açıkgöz

专题命中 诊断辅助 :diagnosis(abstract)

AI总结 本文提出模糊aura拓扑空间,扩展了粗糙集理论,并应用于医疗决策中的FA-MCDM算法。

Comments 18 pages, 8 tables

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2602.13571 2026-02-17 cs.CL cs.AI 50%

LLM-Confidence Reranker: A Training-Free Approach for Enhancing Retrieval-Augmented Generation Systems

LLM-Confidence Reranker: 一种无需训练的增强检索增强生成系统的方法

Zhipeng Song, Xiangyu Kong, Xinrui Bao, Yizhi Zhou, Jiulong Jiao, Sitong Liu, Yuhang Zhou, Heng Qi

机构 * organization= School of Computer Science Technology, Dalian University of Technology , addressline= No.2 Linggong Road, Ganjingzi District , city= Dalian , postcode= 116024 , country= China organization= School of Information Engineering, Liaodong University , addressline= No.116 Linjiang Back Street, Zhenan District , city= Dandong , postcode= 118001 , country= China organization= School of Information Engineering, Dalian Ocean University , addressline= No. 2-52, Heishijiao Street, Shahekou District , city= Dalian , postcode= 116023 , country= China organization= Information Technology Center, Qinghai University , addressline= 251 Ningda Road, Chengbei District , city= Xining , postcode= 810016 , country= China organization= School of Electronic Information Engineering, Liaoning Technical University , addressline= 188 Longwan South Street, Sijiatun District , city= Huludao , postcode= 125105 , country= China organization= School of Artificial Intelligence, Tianjin Normal University , addressline= 393 Binshui West Road, Xiqing District , city= Tianjin , postcode= 300387 , country= China organization= Tencent (Dalian Northern Interactive Entertainment Technology Co., Ltd.) , addressline= 21/F, Tencent Building, No. 26 Jingxian St, Ganjingzi District , city= Dalian , postcode= 116085 , country= China

专题命中 诊断辅助 :diagnosis(abstract)

AI总结 LLM-Confidence Reranker通过利用LLM置信度信号,无需训练提升检索增强生成系统的排序效果,有效减少幻觉问题。

Comments Published by ESWA

Journal ref Expert Systems with Applications. (2026) 131627

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2602.13259 2026-02-17 cs.SD cs.AI eess.AS 50%

Learning Physiology-Informed Vocal Spectrotemporal Representations for Speech Emotion Recognition

学习生理信息引导的语音频谱时间表示以实现语音情绪识别

Xu Zhang, Longbing Cao, Runze Yang, Zhangkai Wu

专题命中 诊断辅助 :diagnosis(abstract)

AI总结 PhysioSER通过结合语音幅度和相位的生理特征,提出了一种可解释且高效的语音情绪识别方法,利用四元数卷积和对比投影对齐提升模型性能。

Comments 13 pages, 5 figures

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