医学 AI

Domain Generalization in Computational Pathology: Survey and Guidelines

Mostafa Jahanifar, Manahil Raza, Kesi Xu, Trinh Vuong, Rob Jewsbury, Adam Shephard, Neda Zamanitajeddin, Jin Tae Kwak, Shan E Ahmed Raza, Fayyaz Minhas, Nasir Rajpoot

专题命中 病理影像 ：pathology(title,abstract)；medical image(abstract)；分类 cs.CV、cs.LG、eess.IV

Comments Extended Version

Recommendations on test datasets for evaluating AI solutions in pathology

André Homeyer, Christian Geißler, Lars Ole Schwen, Falk Zakrzewski, Theodore Evans, Klaus Strohmenger, Max Westphal, Roman David Bülow, Michaela Kargl, Aray Karjauv, Isidre Munné-Bertran, Carl Orge Retzlaff, Adrià Romero-López, Tomasz Sołtysiński, Markus Plass, Rita Carvalho, Peter Steinbach, Yu-Chia Lan, Nassim Bouteldja, David Haber, Mateo Rojas-Carulla, Alireza Vafaei Sadr, Matthias Kraft, Daniel Krüger, Rutger Fick, Tobias Lang, Peter Boor, Heimo Müller, Peter Hufnagl, Norman Zerbe

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

Journal ref Mod Pathol (2022)

Deepfake histological images for enhancing digital pathology

Kianoush Falahkheirkhah, Saumya Tiwari, Kevin Yeh, Sounak Gupta, Loren Herrera-Hernandez, Michael R. McCarthy, Rafael E. Jimenez, John C. Cheville, Rohit Bhargava

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

Learning domain-agnostic visual representation for computational pathology using medically-irrelevant style transfer augmentation

Rikiya Yamashita, Jin Long, Snikitha Banda, Jeanne Shen, Daniel L. Rubin

专题命中 病理影像 ：pathology(title,abstract)；medical image(abstract)；分类 cs.CV、cs.LG、eess.IV

Bayesian Landmark-based Shape Analysis of Tumor Pathology Images

Cong Zhang, Guanghua Xiao, Chul Moon, Min Chen, Qiwei Li

专题命中 病理影像 ：pathology(title,abstract)；diagnosis(abstract)；radiology(abstract)

Blind deblurring for microscopic pathology images using deep learning networks

Cheng Jiang, Jun Liao, Pei Dong, Zhaoxuan Ma, De Cai, Guoan Zheng, Yueping Liu, Hong Bu, Jianhua Yao

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

Selecting Regions of Interest in Large Multi-Scale Images for Cancer Pathology

Rui Aguiar, Jon Braatz

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

Comments 9 pages

Primary Tumor Origin Classification of Lung Nodules in Spectral CT using Transfer Learning

Linde S. Hesse, Pim A. de Jong, Josien P. W. Pluim, Veronika Cheplygina

专题命中 病理影像 ：CT(title,abstract)；diagnosis(abstract)；分类 cs.CV、cs.LG、eess.IV

Comments MSc thesis Linde Hesse

Histo-Diffusion: A Diffusion Super-Resolution Method for Digital Pathology with Comprehensive Quality Assessment

Xuan Xu, Saarthak Kapse, Prateek Prasanna

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

Comments We have submitted our paper to Medical Image Analysis and are currently awaiting feedback

Computational Pathology: A Survey Review and The Way Forward

Mahdi S. Hosseini, Babak Ehteshami Bejnordi, Vincent Quoc-Huy Trinh, Danial Hasan, Xingwen Li, Taehyo Kim, Haochen Zhang, Theodore Wu, Kajanan Chinniah, Sina Maghsoudlou, Ryan Zhang, Stephen Yang, Jiadai Zhu, Lyndon Chan, Samir Khaki, Andrei Buin, Fatemeh Chaji, Ala Salehi, Bich Ngoc Nguyen, Dimitris Samaras, Konstantinos N. Plataniotis

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

Comments Accepted in Elsevier Journal of Pathology Informatics (JPI) 2024

DS@GT ARC at MEDIQA-CORE-Task-1 2026: Trimodal Model Fusion with Task-Specific Gates for Brain Tumor Subtype Classification

DS@GT ARC团队参与2026 MEDIQA-CORE-Task-1：采用带任务特定门控的三模态模型融合进行脑肿瘤亚型分类

Hoang Thanh Thanh Truong, Charles R. Clark

机构 * Georgia Institute of Technology（佐治亚理工学院） ； University of Florida（佛罗里达大学） 纠错

专题命中 病理影像 ：MRI(abstract,abstract_cn)；pathology(abstract)；diagnosis(abstract)；radiology(abstract)

AI总结 DS@GT ARC团队针对2026 MEDIQA-CORE-Task-1，提出带任务特定门控的三模态模型融合方法，结合多类嵌入与报告，获全多模态下0.801宏F1，排名第二。

Comments CLEF 2026 Working Notes, 21 - 24 September 2026, Jena, Germany

Dictionary-based Pathology Mining with Hard-instance-assisted Classifier Debiasing for Genetic Biomarker Prediction from WSIs

基于字典的病理挖掘与硬实例辅助分类器去偏方法用于从组织切片中预测遗传生物标志物

Ling Zhang, Boxiang Yun, Ting Jin, Qingli Li, Xinxing Li, Yan Wang

机构 * Shanghai Key Laboratory of Multidimensional Information Processing, East China Normal University（华东师范大学上海市多维度信息处理重点实验室） ； Department of General Surgery, Tongji Hospital, Tongji University School of Medicine（同济大学医学院附属同济医院普外科） 纠错

专题命中 病理影像 ：pathology(title,abstract)；diagnosis(abstract)；分类 cs.CV、cs.LG、q-bio

AI总结 本文提出D2Bio框架，通过字典-based层级病理挖掘和硬实例辅助分类器去偏方法，解决病理表示构建和WSI中无关区域导致的过拟合问题，实验显示在五个队列中AUROC提升超4%。

Comments 13 pages, 13 figures

PySlyde: A Lightweight, Open-Source Toolkit for Pathology Preprocessing

Gregory Verghese, Anthony Baptista, Chima Eke, Holly Rafique, Mengyuan Li, Fathima Mohamed, Ananya Bhalla, Lucy Ryan, Michael Pitcher, Enrico Parisini, Concetta Piazzese, Liz Ing-Simmons, Anita Grigoriadis

机构 * PharosAI ； King’s College London（国王学院伦敦分校） ； School of Cancer and Pharmaceutical Sciences（癌症与制药科学学院） ； The Alan Turing Institute（艾伦·图灵研究所） ； The Francis Crick Institute（弗朗西斯·克里克研究所） ； Barts Life Sciences（巴特斯生命科学） ； Barts Health NHS Trust（巴特斯健康 NHS信托） ； eResearch 纠错

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

Federated attention consistent learning models for prostate cancer diagnosis and Gleason grading

Fei Kong, Xiyue Wang, Jinxi Xiang, Sen Yang, Xinran Wang, Meng Yue, Jun Zhang, Junhan Zhao, Xiao Han, Yuhan Dong, Biyue Zhu, Fang Wang, Yueping Liu

专题命中 病理影像 ：diagnosis(title,abstract)；pathology(abstract)；分类 cs.CV、cs.LG、q-bio

Comments 14 pages

Artificial Intelligence for Digital and Computational Pathology

Andrew H. Song, Guillaume Jaume, Drew F. K. Williamson, Ming Y. Lu, Anurag Vaidya, Tiffany R. Miller, Faisal Mahmood

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

Journal ref Nature Reviews Bioengineering 2023

Weakly Supervised AI for Efficient Analysis of 3D Pathology Samples

Andrew H. Song, Mane Williams, Drew F. K. Williamson, Guillaume Jaume, Andrew Zhang, Bowen Chen, Robert Serafin, Jonathan T. C. Liu, Alex Baras, Anil V. Parwani, Faisal Mahmood

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

PatchSorter: A High Throughput Deep Learning Digital Pathology Tool for Object Labeling

Cedric Walker, Tasneem Talawalla, Robert Toth, Akhil Ambekar, Kien Rea, Oswin Chamian, Fan Fan, Sabina Berezowska, Sven Rottenberg, Anant Madabhushi, Marie Maillard, Laura Barisoni, Hugo Mark Horlings, Andrew Janowczyk

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

Comments The submission includes 15 pages, 8 figures, 1 table, and 30 references. It is a new submission

Multimodal Pathology Image Search Between H&E Slides and Multiplexed Immunofluorescent Images

Amir Hajighasemi, MD Jillur Rahman Saurav, Mohammad S Nasr, Jai Prakash Veerla, Aarti Darji, Parisa Boodaghi Malidarreh, Michael Robben, Helen H Shang, Jacob M Luber

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

How Much Off-The-Shelf Knowledge Is Transferable From Natural Images To Pathology Images?

Xingyu Li, Konstantinos N. Plataniotis

专题命中 病理影像 ：pathology(title,abstract)；diagnosis(abstract)；分类 cs.LG、q-bio、eess.IV

Comments Experimentation data correction

DIVE: A spatiotemporal progression model of brain pathology in neurodegenerative disorders

Razvan V. Marinescu, Arman Eshaghi, Marco Lorenzi, Alexandra L. Young, Neil P. Oxtoby, Sara Garbarino, Sebastian J. Crutch, Daniel C. Alexander

专题命中 病理影像 ：pathology(title,abstract)；MRI(abstract)；分类 cs.CV、cs.LG、q-bio

Comments 24 pages, 5 figures, 2 tables, 1 algorithm

Journal ref NeuroImage, Volume 192, 15 May 2019, Pages 166-177

Response monitoring of breast cancer on DCE-MRI using convolutional neural network-generated seed points and constrained volume growing

Bas H. M. van der Velden, Bob D. de Vos, Claudette E. Loo, Hugo J. Kuijf, Ivana Isgum, Kenneth G. A. Gilhuijs

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

Comments This work has been accepted for SPIE Medical Imaging 2019, Computer-Aided Diagnosis conference, Paper 10950-12

Journal ref Medical Imaging 2019: Computer-Aided Diagnosis (Vol. 10950, p. 109500D). International Society for Optics and Photonics

A Clinically Validated Foundation Model for Comprehensive Lung Pathology Interpretation

临床验证的基础模型用于全面肺部病理解读

Zhengrui Guo, Zhengyu Zhang, Jiabo Ma, Yihui Wang, Fengtao Zhou, Yingxue Xu, Ling Liang, Chenglong Zhao, Qi Xie, Jinbang Li, Shujing Guo, Fangyi Han, Zhijian Cen, Ziyi Liu, Cheng Jin, Junlin Hou, Zhixuan Chen, Yu Cai, Lijuan Qu, Shifu Chen, Yueping Liu, Zhe Wang, Xiuming Zhang, Muyan Cai, Li Liang, Hao Chen

机构 * Department of Pathology, Nanfang Hospital, Southern Medical University, Guangzhou, China（南方医科大学南芳医院病理科，广州，中国） ； Department of Pathology, School of Basic Medical Sciences, Southern Medical University, Guangzhou, China（南方医科大学基础医学学院病理科，广州，中国） ； Department of Computer Science and Engineering, Hong Kong University of Science and Technology, Hong Kong, China（香港科技大学计算机科学与工程系，香港，中国） ； Guangdong Provincial Key Laboratory of Molecular Tumor Pathology, Guangzhou, China（广东省分子肿瘤病理重点实验室，广州，中国） ； Department of Pathology, Shandong Provincial Qianfoshan Hospital, Jinan, Shandong, China（山东省青岛坊山医院病理科，济南，山东，中国） 纠错

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

AI总结 提出PulmoFoundation，一种基于Virchow2和约4万张H&E染色全切片图像进行亚专科预训练的肺部病理基础模型，通过32项临床任务和前瞻性随机对照试验验证，在诊断准确性、效率和一致性上显著提升。

HiPath: Hierarchical Vision-Language Alignment for Structured Pathology Report Prediction

HiPath: 用于结构化病理报告预测的分层视觉-语言对齐

Ruicheng Yuan, Zhenxuan Zhang, Anbang Wang, Liwei Hu, Xiangqian Hua, Yaya Peng, Jiawei Luo, Guang Yang

机构 * College of Computer Science and Electronic Engineering, Hunan University（湖南大学计算机科学与电子工程学院） ； Department of Bioengineering and Imperial-X, Imperial College London（帝国理工学院伦敦校区生物工程系） ； Department of Pathology, Xiangtan Maternal and Child Health Hospital（湘潭 maternal and child health hospital pathology department） ； Department of Pathology, The First People’s Hospital of Xiangtan City（湘潭市第一人民医院病理科） 纠错

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

AI总结 提出HiPath框架，通过分层补丁聚合器、对比学习和槽位掩码诊断预测，在冻结UNI2和Qwen3骨干上实现结构化病理报告预测，准确率达68.9%，安全率97.3%。

Comments 10 pages, 1 figures, 3 tables

From slides to AI-ready maps: Standardized multi-layer tissue maps as metadata for artificial intelligence in digital pathology

从幻灯片到AI-ready地图：标准化的多层组织地图作为数字病理学中人工智能的元数据

Gernot Fiala, Markus Plass, Robert Harb, Peter Regitnig, Kristijan Skok, Wael Al Zoughbi, Carmen Zerner, Paul Torke, Michaela Kargl, Heimo Müller, Tomas Brazdil, Matej Gallo, Jaroslav Kubín, Roman Stoklasa, Rudolf Nenutil, Norman Zerbe, Andreas Holzinger, Petr Holub

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

AI总结 本文提出了一种生成标准化多层组织地图的框架，用于数字病理学中AI的元数据标准化，提升WSI档案的搜索能力和数据集构建效率。

Journal ref Artificial Intelligence in Medicine, Volume 174 (2026), 103368

AI-Enhanced Virtual Biopsies for Brain Tumor Diagnosis in Low Resource Settings

AI增强的虚拟活检用于低资源环境中的脑肿瘤诊断

Areeb Ehsan

机构 * Department of Computer Science（计算机科学系） ； Georgia State University（佐治亚州立大学） 纠错

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

AI总结 本文提出了一种基于轻量级CNN和放射组学特征的虚拟活检系统，用于低资源环境中的脑肿瘤诊断，通过融合策略提升分类性能并增强可解释性。

Comments 6 pages, 10 figures

MPath: Multimodal Pathology Report Generation from Whole Slide Images

MPath：从全切片图像生成多模态病历报告

Noorul Wahab, 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研究中心） 纠错

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

AI总结 MPath通过多模态条件化方法，利用预训练的生物医学语言模型生成病理报告，展示了在病理报告生成中的有效性与可扩展性。

Comments Pages 4, Figures 1, Table 1

Siamese Content-based Search Engine for a More Transparent Skin and Breast Cancer Diagnosis through Histological Imaging

Zahra Tabatabaei, Adrián Colomer, JAvier Oliver Moll, Valery Naranjo

机构 * Department One（第一部门） ； Department Two（第二部门） 纠错

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

Evaluating Cell AI Foundation Models in Kidney Pathology with Human-in-the-Loop Enrichment

Junlin Guo, Siqi Lu, Can Cui, Ruining Deng, Tianyuan Yao, Zhewen Tao, Yizhe Lin, Marilyn Lionts, Quan Liu, Juming Xiong, Yu Wang, Shilin Zhao, Catie Chang, Mitchell Wilkes, Mengmeng Yin, Haichun Yang, Yuankai Huo

机构 * Vanderbilt University（范德比尔特大学） ； Vanderbilt University Medical Center（范德比尔特大学医学中心） ； Shanghai JiaoTong University School of Medicine（上海交通大学医学院） 纠错

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

Pathology-Informed Latent Diffusion Model for Anomaly Detection in Lymph Node Metastasis

Jiamu Wang, Keunho Byeon, Jinsol Song, Anh Nguyen, Sangjeong Ahn, Sung Hak Lee, Jin Tae Kwak

机构 * School of Electrical Engineering, Korea University, Seoul 02841, Korea（韩国大学电子工程学院） ； Department of Pathology, Korea University Anam Hospital and Department of Biomedical Informatics, Korea University College of Medicine, Seoul 02841, Korea（韩国大学医学院病理学系） ； Department of Hospital Pathology, Seoul St. Mary’s Hospital, College of Medicine, The Catholic University of Korea, Seoul 06591, Korea（韩国天主大学医学院圣玛丽医院医院病理学系） 纠错

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

Semi-Automated Quality Assurance in Digital Pathology: Tile Classification Approach

Meredith VandeHaar, M. Clinch, I. Yilmaz, M. A. Rahman, Y. Xiao, F. Dogany, H. M. Alazab, A. Nassar, Z. Akkus, B. Dangott

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