医学 AI

Federated Learning for Pediatric Pneumonia Detection: Enabling Collaborative Diagnosis Without Sharing Patient Data

Daniel M. Jimenez-Gutierrez, Enrique Zuazua, Joaquin Del Rio, Oleksii Sliusarenko, Xabi Uribe-Etxebarria

专题命中 医学数据与评测 ：diagnosis(title,abstract)；medical image(abstract)；分类 cs.LG

Low-Level Dataset Distillation for Medical Image Enhancement

Fengzhi Xu, Ziyuan Yang, Mengyu Sun, Joey Tianyi Zhou, Yi Zhang

机构 * School of Cyber Science and Engineering, Sichuan University（四川大学计算机科学与工程学院） ； The Chinese University of Hong Kong（香港中文大学） ； Agency for Science, Technology and Research (A*STAR)（科技研究局） 纠错

专题命中 医学数据与评测 ：medical image(title,abstract)；分类 cs.CV

A comprehensive and easy-to-use multi-domain multi-task medical imaging meta-dataset

Stefano Woerner, Arthur Jaques, Christian F. Baumgartner

机构 * University of Tübingen（图宾根大学） ； Faculty of Health Sciences and Medicine, University of Lucerne（健康科学与医学学院 图宾根大学） 纠错

专题命中 医学数据与评测 ：medical image(abstract)；分类 cs.CV、cs.LG

Journal ref Woerner, S., Jaques, A. & Baumgartner, C.F. A comprehensive and easy-to-use multi-domain multi-task medical imaging meta-dataset. Sci Data 12, 666 (2025)

DCA-LUT: Deep Chromatic Alignment with 5D LUT for Purple Fringing Removal

Jialang Lu, Shuning Sun, Pu Wang, Chen Wu, Feng Gao, Lina Gong, Dianjie Lu, Guijuan Zhang, Zhuoran Zheng

专题命中 医学数据与评测 ：CT(abstract)；分类 cs.CV、eess.IV

Comments 11 pages, 9 figures

FedSDA: Federated Stain Distribution Alignment for Non-IID Histopathological Image Classification

Cheng-Chang Tsai, Kai-Wen Cheng, Chun-Shien Lu

专题命中 医学数据与评测 ：pathology(abstract)；分类 cs.CV

Comments Extended version. 22 pages, 18 figures, 6 tables

Can Large Language Models Function as Qualified Pediatricians? A Systematic Evaluation in Real-World Clinical Contexts

Siyu Zhu, Mouxiao Bian, Yue Xie, Yongyu Tang, Zhikang Yu, Tianbin Li, Pengcheng Chen, Bing Han, Jie Xu, Xiaoyan Dong

机构 * Shanghai Children’s Hospital, School of Medicine,Shanghai Jiao Tong University（上海儿童医学中心，上海交通大学医学院） ； Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； Shanghai University of Traditional Chinese Medicine（上海中医药大学） ； University of Washington（华盛顿大学） 纠错

专题命中 医学数据与评测 ：diagnosis(abstract)

A Decentralized Root Cause Localization Approach for Edge Computing Environments

Duneesha Fernando, Maria A. Rodriguez, Rajkumar Buyya

专题命中 医学数据与评测 ：diagnosis(abstract)

Privacy Challenges and Solutions in Retrieval-Augmented Generation-Enhanced LLMs for Healthcare Chatbots: A Review of Applications, Risks, and Future Directions

Shaowei Guan, Hin Chi Kwok, Ngai Fong Law, Gregor Stiglic, Harry Qin, Vivian Hui

机构 * Centre for Smart Health, School of Nursing（智能健康中心、护理学院） ； The Hong Kong Polytechnic University（香港理工大学） ； Department of Electrical and Electronic Engineering（电子与电气工程系） ； Faculty of Health Sciences（健康科学学院） ； University of Maribor（马里博大学） 纠错

专题命中 医学数据与评测 ：biomedical(abstract)

Comments 23 pages, 2 figures; Corrected typos and 2 references format, added a co-author