医学 AI

Hierarchical Generalized Category Discovery for Brain Tumor Classification in Digital Pathology

Matthias Perkonigg, Patrick Rockenschaub, Georg Göbel, Adelheid Wöhrer

机构 * Institute of Clinical Epidemiology, Public Health, Health Economics, Medical Statistics and Informatics（临床流行病学、公共卫生、健康经济学、医学统计与信息学研究所） ； Institute of Neuropathology and Neuromolecular Pathology（神经病理学与神经分子病理学研究所） 纠错

专题命中 病理影像 ：pathology(title)；分类 cs.CV、cs.LG

Real-time prediction of breast cancer sites using deformation-aware graph neural network

Kyunghyun Lee, Yong-Min Shin, Minwoo Shin, Jihun Kim, Sunghwan Lim, Won-Yong Shin, Kyungho Yoon

机构 * Yonsei University, School of Mathematics and Computing (Computational Science and Engineering)（延世大学数学与计算科学学院） ； Yonsei University, Division of Software（延世大学软件系） ； Yonsei University College of Medicine, Department of Radiation Oncology（延世大学医学院放射肿瘤科） ； Korea Institute of Science and Technology, Bionics Research Center（韩国科学技术院生物医学研究中心） ； Graduate School of Artificial Intelligence, Pohang University of Science and Technology (POSTECH)（釜山科学技术大学人工智能研究生院） 纠错

专题命中 病理影像 ：MRI(abstract)；diagnosis(abstract)；分类 cs.CV、cs.LG

RAA-MIL: A Novel Framework for Classification of Oral Cytology

Rupam Mukherjee, Rajkumar Daniel, Soujanya Hazra, Shirin Dasgupta, Subhamoy Mandal

机构 * 1 School of Medical Science \& Technology, IIT Kharagpur, India 2 Department of Electrical Engineering, IIT Kharagpur, India 3 Dr. B.C. Roy Multispeciality Medical Research Centre, IIT Kharagpur, India 纠错

专题命中 病理影像 ：pathology(abstract)；diagnosis(abstract)；分类 cs.CV、eess.IV

Comments Under Review at IEEE ISBI 2026

Beyond H&E: Unlocking Pathological Insights with Polarization Imaging

Yao Du, Jiaxin Zhuang, Xiaoyu Zheng, Jing Cong, Limei Guo, Chao He, Lin Luo, Xiaomeng Li

机构 * The Hong Kong University of Science and Technology（香港科技大学） ； Beijing Institute of Collaborative Innovation（北京协同创新研究院） ； Peking University Health Science Center, Peking University Third Hospital（北京大学人民医院） ； University of Oxford（牛津大学） ； Peking University（北京大学） 纠错

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV、eess.IV

Comments Accepted as a regular paper at IEEE BIBM 2025

Tissue Aware Nuclei Detection and Classification Model for Histopathology Images

Kesi Xu, Eleni Chiou, Ali Varamesh, Laura Acqualagna, Nasir Rajpoot

机构 * TIA Centre, Department of Computer Science, University of Warwick, UK（沃里克大学计算机科学系TIA中心，英国） ； GSK, Artificial Intelligence and Machine Learning, London, UK（葛兰素史克人工智能与机器学习，英国） 纠错

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV

Comments 5 pages, 3 figures. Under review

MergeSlide: Continual Model Merging and Task-to-Class Prompt-Aligned Inference for Lifelong Learning on Whole Slide Images

Doanh C. Bui, Ba Hung Ngo, Hoai Luan Pham, Khang Nguyen, Maï K. Nguyen, Yasuhiko Nakashima

机构 * Nara Institute of Science and Technology（奈良科学技术研究所） ； Graduate School of Data Science, Chonnam National University（全南国立大学数据科学研究生院） ； University of Information Technology, Viet Nam National University Ho Chi Minh City（越南胡志明市国家大学信息科技大学） ； ETIS (UMR 8051), CY Cergy Paris University, ENSEA, CNRS（ETIS（UMR 8051），CY巴黎中央大学，ENSEA，CNRS） 纠错

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV

Comments WACV2026 Accepted

Spatially-Aware Mixture of Experts with Log-Logistic Survival Modeling for Whole-Slide Images

Ardhendu Sekhar, Vasu Soni, Keshav Aske, Shivam Madnoorkar, Pranav Jeevan, Amit Sethi

专题命中 病理影像 ：pathology(abstract)；分类 cs.CV

Improved tissue sodium concentration quantification in breast cancer by reducing partial volume effects: a preliminary study

Olgica Zaric, Carmen Leser, Vladimir Juras, Alex Farr, Pavol Szomolanyi, Malina Gologan, Stanislas Rapacchi, Laura Villazan Garcia, Haider Ali, Christian Singer, Siegfried Trattnig, Christian Licht, Ramona Woitek

专题命中 病理影像 ：MRI(abstract)；分类 cs.CV

MIRROR: Multi-Modal Pathological Self-Supervised Representation Learning via Modality Alignment and Retention

Tianyi Wang, Jianan Fan, Dingxin Zhang, Dongnan Liu, Yong Xia, Heng Huang, Weidong Cai

机构 * The University of Sydney（悉尼大学） ； School of Computer Science, The University of Sydney（悉尼大学计算机科学学院） ； National Engineering Laboratory for Integrated Aero-Space-Ground-Ocean Big Data Application Technology（集成空天地海大数据应用技术国家工程实验室） ； School of Computer Science and Engineering, Northwestern Polytechnical University（西北工业大学计算机科学与工程学院） ； University of Maryland（马里兰大学） ； Ningbo Institute of Northwestern Polytechnical University（西北工业大学宁波学院） 纠错

专题命中 病理影像 ：diagnosis(abstract)；分类 cs.CV

Comments Accepted by IEEE Transactions on Medical Imaging (TMI). Code available at https://github.com/TianyiFranklinWang/MIRROR. Project page: https://tianyifranklinwang.github.io/MIRROR

Journal ref IEEE Trans. Med. Imaging (2025)

Mechanosensitive polymer matrices of biologically-relevant compliance based on upconverting nanoparticles

Cindy H. Shi, Mia C. Cano, Jason R. Casar, Parivash Moradifar, Beatriz G. Robinson, Julia A. Kaltschmidt, Miriam B. Goodman, Jennifer A. Dionne

专题命中 病理影像 ：biomedical(abstract)

Comments 17 pages, 5 figures