医学 AI

MeCaMIL: Causality-Aware Multiple Instance Learning for Fair and Interpretable Whole Slide Image Diagnosis

Yiran Song, Yikai Zhang, Shuang Zhou, Guojun Xiong, Xiaofeng Yang, Nian Wang, Fenglong Ma, Rui Zhang, Mingquan Lin

机构 * Division of Computational Health Sciences, University of Minnesota（计算健康科学系，明尼苏达大学） ； Department of Computer Science and Engineering, University of Minnesota（计算机科学与工程系，明尼苏达大学） ； Department of Computer Science, Harvard University（计算机科学系，哈佛大学） ； Department of Radiation Oncology and Winship Cancer Institute, Emory University（放射肿瘤学系和Winship癌症研究所，埃默里大学） ； Advanced Imaging Research Center, University of Texas Southwestern Medical Center（先进成像研究中心，德克萨斯西南医学中心） ； College of Information Sciences and Technology, The Pennsylvania State University（信息科学与技术学院，宾夕法尼亚州立大学） 纠错

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

Comments 15page,5 figures,8 tables

A multi-modal vision-language model for generalizable annotation-free pathology localization

Hao Yang, Hong-Yu Zhou, Jiarun Liu, Weijian Huang, Cheng Li, Zhihuan Li, Yuanxu Gao, Qiegen Liu, Yong Liang, Qi Yang, Song Wu, Tao Tan, Hairong Zheng, Kang Zhang, Shanshan Wang

机构 * Paul C. Lauterbur Research Center for Biomedical Imaging（生物医学成像研究中心） ； Shenzhen Institutes of Advanced Technology, Chinese Academy of Sciences（中国科学院深圳先进技术研究院） ； Pengcheng Laboratory（鹏城实验室） ； University of Chinese Academy of Sciences（中国科学院大学） ； Chinese Medicine Guangdong Laboratory（广东中医药实验室） ； Beijing Chaoyang Hospital, Capital Medical University（首都医科大学北京朝阳医院） 纠错

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

Comparing Computational Pathology Foundation Models using Representational Similarity Analysis

Vaibhav Mishra, William Lotter

机构 * Dana-Farber Cancer Institute（达纳-法伯癌症研究所） ； Brigham and Women’s Hospital & Harvard Medical School（布里奇沃特医院及哈佛医学院） 纠错

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

Comments Proceedings of the 5th Machine Learning for Health (ML4H) Symposium

PRISM2: Unlocking Multi-Modal General Pathology AI with Clinical Dialogue

Eugene Vorontsov, George Shaikovski, Adam Casson, Julian Viret, Eric Zimmermann, Neil Tenenholtz, Yi Kan Wang, Jan H. Bernhard, Ran A. Godrich, Juan A. Retamero, Jinru Shia, Mithat Gonen, Martin R. Weiser, David S. Klimstra, Razik Yousfi, Nicolo Fusi, Thomas J. Fuchs, Kristen Severson, Siqi Liu

机构 * Paige, NYC, NY United States（美国纽约市帕伊公司） ； Microsoft Research, Cambridge, MA United States（微软研究院） ； Memorial Sloan Kettering Cancer Center, NYC, NY United States（纪念斯隆凯特林癌症中心） ； University of Yale, New Haven, CT United States（耶鲁大学） 纠错

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

Eye-Tracking, Mouse Tracking, Stimulus Tracking,and Decision-Making Datasets in Digital Pathology

Veronica Thai, Rui Li, Meng Ling, Shuning Jiang, Jeremy Wolfe, Raghu Machiraju, Yan Hu, Zaibo Li, Anil Parwani, Jian Chen

机构 * Computer Science and Engineering, The Ohio State University（计算机科学与工程系，俄亥俄州立大学） ； Departments of Ophthalmology and Radiology, Harvard Medical School（眼科学与放射学系，哈佛医学院） ； Department of Surgery, Brigham and Women’s Hospital（外科系，布里洛妇产科医院） ； Department of Pathology, The Ohio State University Medical Center（病理学系，俄亥俄州立大学医学中心） 纠错

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

Comments 16 pages, 9 figures, submitted to Nature Scientific Data

CPathAgent: An Agent-based Foundation Model for Interpretable High-Resolution Pathology Image Analysis Mimicking Pathologists' Diagnostic Logic

Yuxuan Sun, Yixuan Si, Chenglu Zhu, Kai Zhang, Zhongyi Shui, Bowen Ding, Tao Lin, Lin Yang

机构 * College of Computer Science and Technology, Zhejiang University, China（浙江大学计算机科学与技术学院） ； Research Center for Industries of the Future and School of Engineering, Westlake University, China（未来产业研究中心和西湖大学工程学院） ； Department of Computer Science and Engineering, The Ohio State University, USA（俄亥俄州立大学计算机科学与工程系） 纠错

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

Comments 52 pages, 34 figures

Accurate and Scalable Multimodal Pathology Retrieval via Attentive Vision-Language Alignment

Hongyi Wang, Zhengjie Zhu, Jiabo Ma, Fang Wang, Yue Shi, Bo Luo, Jili Wang, Qiuyu Cai, Xiuming Zhang, Yen-Wei Chen, Lanfen Lin, Hao Chen

机构 * Department of Computer Science and Engineering, The Hong Kong University of Science and Technology（香港科学与技术大学计算机科学与工程系） ； College of Computer Science and Technology, Zhejiang University（浙江大学计算机科学与技术学院） ； Department of Radiology, Union Hospital, Tongji Medical College, Huazhong University of Science and Technology（华中科技大学同济医学院附属同济医院放射科） ； Department of Pathology, Sir Run Run Shaw Hospital, School of Medicine, Zhejiang University（浙江大学医学院附属邵氏医院病理科） ； Department of Pathology, The Central Hospital of Wuhan, Tongji Medical College, Huazhong University of Science and Technology（华中科技大学同济医学院附属武汉中心医院病理科） ； Department of Pathology, The First Affiliated Hospital, School of Medicine, Zhejiang University（浙江大学医学院附属第一医院病理科） ； Department of Chemical and Biological Engineering, The Hong Kong University of Science and Technology（香港科学与技术大学化学与生物工程系） ； Division of Life Science, The Hong Kong University of Science and Technology（香港科学与技术大学生命科学系） 纠错

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

Cancer Diagnosis Categorization in Electronic Health Records Using Large Language Models and BioBERT: Model Performance Evaluation Study

Soheil Hashtarkhani, Rezaur Rashid, Christopher L Brett, Lokesh Chinthala, Fekede Asefa Kumsa, Janet A Zink, Robert L Davis, David L Schwartz, Arash Shaban-Nejad

专题命中 病理影像 ：diagnosis(title,abstract)；分类 cs.LG

Comments 8 Pages

Journal ref JMIR Cancer, 2025 Oct 2:11:e72005

A Clinical-grade Universal Foundation Model for Intraoperative Pathology

Zihan Zhao, Fengtao Zhou, Ronggang Li, Bing Chu, Xinke Zhang, Xueyi Zheng, Ke Zheng, Xiaobo Wen, Jiabo Ma, Yihui Wang, Jiewei Chen, Chengyou Zheng, Jiangyu Zhang, Yongqin Wen, Jiajia Meng, Ziqi Zeng, Xiaoqing Li, Jing Li, Dan Xie, Yaping Ye, Yu Wang, Hao Chen, Muyan Cai

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

DeepAf: One-Shot Spatiospectral Auto-Focus Model for Digital Pathology

Yousef Yeganeh, Maximilian Frantzen, Michael Lee, Kun-Hsing Yu, Nassir Navab, Azade Farshad

机构 * Chair for Computer Aided Medical Procedures (CAMP), TU Munich, Germany（计算机辅助医学程序研究所（CAMP），慕尼黑技术大学，德国） ； Munich Center for Machine Learning (MCML)（慕尼黑机器学习中心） ； Southern Taiwan University of Science and Technology, Taiwan（台湾科技大学） ； Harvard Data Science Initiative（哈佛大学数据科学计划） ； Kempner Institute for the Study of Natural and Artificial Intelligence, Harvard University, Cambridge, MA, USA（自然与人工智能研究学院，哈佛大学，剑桥，马萨诸塞州，美国） 纠错

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

Journal ref MICCAI 2025. Lecture Notes in Computer Science, vol 15973. Springer, Cham

GAS-MIL: Group-Aggregative Selection Multi-Instance Learning for Ensemble of Foundation Models in Digital Pathology Image Analysis

Peiran Quan, Zifan Gu, Zhuo Zhao, Qin Zhou, Donghan M. Yang, Ruichen Rong, Yang Xie, Guanghua Xiao

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

Efficient Whole Slide Pathology VQA via Token Compression

Weimin Lyu, Qingqiao Hu, Kehan Qi, Zhan Shi, Wentao Huang, Saumya Gupta, Chao Chen

机构 * Stony Brook University（石溪大学） 纠错

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

Simulating Post-Neoadjuvant Chemotherapy Breast Cancer MRI via Diffusion Model with Prompt Tuning

Jonghun Kim, Hyunjin Park

机构 * Department of Electrical and Computer Engineering, Sungkyunkwan University, Suwon, Korea（电子与计算机工程系，成均馆大学，Suwon, Korea） 纠错

专题命中 病理影像 ：MRI(title,abstract)；分类 cs.CV

Comments ISBI'25, 5 pages, 4 figures

PS3: A Multimodal Transformer Integrating Pathology Reports with Histology Images and Biological Pathways for Cancer Survival Prediction

Manahil Raza, Ayesha Azam, Talha Qaiser, Nasir Rajpoot

机构 * University of Warwick, UK（沃里克大学） 纠错

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

Comments Accepted at ICCV 2025. Copyright 2025 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works

IPGPhormer: Interpretable Pathology Graph-Transformer for Survival Analysis

Guo Tang, Songhan Jiang, Jinpeng Lu, Linghan Cai, Yongbing Zhang

机构 * Harbin Institute of Technology, Shenzhen（哈尔滨工业大学（深圳）） ； University of Science and Technology of China（中国科学技术大学） 纠错

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

Comments 13 pages, 5 figures

AdaFusion: Prompt-Guided Inference with Adaptive Fusion of Pathology Foundation Models

Yuxiang Xiao, Yang Hu, Bin Li, Tianyang Zhang, Zexi Li, Huazhu Fu, Jens Rittscher, Kaixiang Yang

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

Comments 6 Tables, 11 Figures

A Unified Low-level Foundation Model for Enhancing Pathology Image Quality

Ziyi Liu, Zhe Xu, Jiabo Ma, Wenqaing Li, Junlin Hou, Fuxiang Huang, Xi Wang, Ronald Cheong Kin Chan, Terence Tsz Wai Wong, Hao Chen

机构 * Department of Computer Science Engineering, The Hong Kong University of Science and Technology（计算机科学与工程系，香港科技大学） ； Department of Anatomical and Cellular Pathology, The Chinese University of Hong Kong（解剖学与细胞病理学系，香港中文大学） ； Department of Chemical and Biological Engineering, Hong Kong University of Science and Technology（化学与生物工程系，香港科技大学） ； Division of Life Science, Hong Kong University of Science and Technology（生命科学系，香港科技大学） ； HKUST Shenzhen-Hong Kong Collaborative Innovation Research Institute（香港科技大学深圳-香港协同创新研究院） 纠错

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

Multimodal Prototype Alignment for Semi-supervised Pathology Image Segmentation

Mingxi Fu, Fanglei Fu, Xitong Ling, Huaitian Yuan, Tian Guan, Yonghong He, Lianghui Zhu

机构 * Shenzhen International Graduate School, Tsinghua University（清华大学深圳国际研究生院） 纠错

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

A Robust BERT-Based Deep Learning Model for Automated Cancer Type Extraction from Unstructured Pathology Reports

Minh Tran, Jeffery C. Chan, Min Li Huang, Maya Kansara, John P. Grady, Christine E. Napier, Subotheni Thavaneswaran, Mandy L. Ballinger, David M. Thomas, Frank P. Lin

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

Controllable Latent Space Augmentation for Digital Pathology

Sofiène Boutaj, Marin Scalbert, Pierre Marza, Florent Couzinie-Devy, Maria Vakalopoulou, Stergios Christodoulidis

机构 * MICS, CentraleSupélec – Université Paris-Saclay（MICS，中央圣艾尔布兰理工大学——巴黎-萨克雷大学） ； Bioptimus, Inc.（Bioptimus公司） ； VitaDX International（VitaDX国际） 纠错

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

Comments Accepted at ICCV 2025

Voice Pathology Detection Using Phonation

Sri Raksha Siva, Nived Suthahar, Prakash Boominathan, Uma Ranjan

机构 * Faculty of Engineering and Technology（工程与技术学院） ； Faculty of Audiology and Speech Language Pathology（听觉与语言病理学学院） ； Sri Ramachandra Institute of Higher Education and Research（Sri Ramachandra 高等教育与研究学院） 纠错

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

Comments 17 Pages, 11 Figures

Priority-Aware Clinical Pathology Hierarchy Training for Multiple Instance Learning

Sungrae Hong, Kyungeun Kim, Juhyeon Kim, Sol Lee, Jisu Shin, Chanjae Song, Mun Yong Yi

机构 * Graduate School of Data Science, KAIST（韩国科学技术院数据科学研究生院） ； Seegene Medical Foundation（Seegene医疗基金会） 纠错

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

Comments 10 pages, 4 figures, Accepted for oral presentation by The 2nd MICCAI Student Board (MSB) EMERGE Workshop

TrackRAD2025 challenge dataset: Real-time tumor tracking for MRI-guided radiotherapy

Yiling Wang, Elia Lombardo, Adrian Thummerer, Tom Blöcker, Yu Fan, Yue Zhao, Christianna Iris Papadopoulou, Coen Hurkmans, Rob H. N. Tijssen, Pia A. W. Görts, Shyama U. Tetar, Davide Cusumano, Martijn P. W. Intven, Pim Borman, Marco Riboldi, Denis Dudáš, Hilary Byrne, Lorenzo Placidi, Marco Fusella, Michael Jameson, Miguel Palacios, Paul Cobussen, Tobias Finazzi, Cornelis J. A. Haasbeek, Paul Keall, Christopher Kurz, Guillaume Landry, Matteo Maspero

专题命中 病理影像 ：MRI(title,abstract)；分类 cs.CV

Comments 10 pages, 5 figures, 2 tables; submitted to Medical Physics, tentatively accepted

Photon-Counting CT in Cancer Radiotherapy: Technological Advances and Clinical Benefits

Keyur D. Shah, Jun Zhou, Justin Roper, Anees Dhabaan, Hania Al-Hallaq, Amir Pourmorteza, Xiaofeng Yang

专题命中 病理影像 ：CT(title,abstract)；分类 eess.IV

Integrating Pathology Foundation Models and Spatial Transcriptomics for Cellular Decomposition from Histology Images

Yutong Sun, Sichen Zhu, Peng Qiu

机构 * School of Electrical and Computer Engineering, Georgia Institute of Technology, Atlanta, GA, USA（电气与计算机工程学院，佐治亚理工学院） ； Department of Biomedical Engineering, Georgia Institute of Technology（生物医学工程系，佐治亚理工学院） ； Emory University, Atlanta, GA, USA（埃默里大学） 纠错

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

PathCoT: Chain-of-Thought Prompting for Zero-shot Pathology Visual Reasoning

Junjie Zhou, Yingli Zuo, Shichang Feng, Peng Wan, Qi Zhu, Daoqiang Zhang, Wei Shao

机构 * The College of Artificial Intelligence, Nanjing University of Aeronautics（人工智能学院，南京航空航天大学） ； Astronautics The Key Laboratory of Brain-Machine Intelligence Technology, Ministry of Education（航空航天脑机智能技术重点实验室，教育部） 纠错

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

Reducing Variability of Multiple Instance Learning Methods for Digital Pathology

Ali Mammadov, Loïc Le Folgoc, Guillaume Hocquet, Pietro Gori

机构 * LTCI, Télécom Paris, Institut Polytechnique de Paris, France（LTCI、Telecom Paris、巴黎高等理工学院、法国） ； Paris Saint-Joseph Hospital, France（巴黎圣约瑟夫医院、法国） 纠错

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

Comments MICCAI 2025 - This preprint has not undergone peer review or any post-submission improvements or corrections. The Version of Record of this article is published in LNCS, Springer

Historical Report Guided Bi-modal Concurrent Learning for Pathology Report Generation

Ling Zhang, Boxiang Yun, Qingli Li, Yan Wang

机构 * Shanghai Key Laboratory of Multidimensional Information Processing, \ China Normal University, Shanghai, China 纠错

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

Multi-Scale Representation of Follicular Lymphoma Pathology Images in a Single Hyperbolic Space

Kei Taguchi, Kazumasa Ohara, Tatsuya Yokota, Hiroaki Miyoshi, Noriaki Hashimoto, Ichiro Takeuchi, Hidekata Hontani

机构 * Nagoya Institute of Technology（名古屋技术大学） ； Kurume University（筑波大学） ； RIKEN（理化学研究所） ； Nagoya University（名古屋大学） 纠错

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

Comments 10 pages, 3 figures

Cost-effective Instruction Learning for Pathology Vision and Language Analysis

Kaitao Chen, Mianxin Liu, Fang Yan, Lei Ma, Xiaoming Shi, Lilong Wang, Xiaosong Wang, Lifeng Zhu, Zhe Wang, Mu Zhou, Shaoting Zhang

机构 * Shanghai Artificial Intelligence Laboratory（上海人工智能实验室） ； School of Computer Science, Fudan University（复旦大学计算机学院） ； National Biomedical Imaging Center, College of Future Technology, Peking University（北京大学未来技术学院生物医学成像中心） ； Ruijin Hospital, Shanghai Jiaotong University School of Medicine（上海交通大学医学院瑞金医院） ； Department of Pathology, State Key Laboratory of Cancer Biology, Xijing Hospital（西京医院病理科，癌症生物学国家重点实验室） ； Department of Computer Science, Rutgers University（罗格斯大学计算机科学系） 纠错

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