医学 AI

Ensemble of Pathology Foundation Models for MIDOG 2025 Track 2: Atypical Mitosis Classification

Mieko Ochi, Bae Yuan

机构 * Department of Pathology, Japanese Red Cross Medical Center（病理科，日本红十字医疗中心） 纠错

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

Content Generation Models in Computational Pathology: A Comprehensive Survey on Methods, Applications, and Challenges

Yuan Zhang, Xinfeng Zhang, Xiaoming Qi, Xinyu Wu, Feng Chen, Guanyu Yang, Huazhu Fu

机构 * Key Laboratory of New Generation Artificial Intelligence Technology and Its Interdisciplinary Applications (Southeast University), Ministry of Education, Nanjing, China（新型一代人工智能技术及其交叉应用重点实验室（东南大学），教育部，南京，中国） ； School of Biomedical Engineering, Tsinghua University（生物医学工程学院，清华大学） ； Department of Biomedical Engineering and Department of Electrical and Computer Engineering, National University of Singapore（生物医学工程系和电子与计算机工程系，新加坡国立大学） ； School of Information Science and Engineering, Southeast University（信息科学与工程学院，东南大学） ； Department of Biostatistics, Center for Global Health, School of Public Health, Nanjing Medical University（流行病学系，全球健康中心，公共卫生学院，南京医科大学） ； Institute of High-Performance Computing, Agency for Science, Technology and Research, Singapore（高性能计算研究所，科技研究局，新加坡） 纠错

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

Comments 20 pages, 8 figures

A Versatile Pathology Co-pilot via Reasoning Enhanced Multimodal Large Language Model

Zhe Xu, Ziyi Liu, Junlin Hou, Jiabo Ma, Cheng Jin, Yihui Wang, Zhixuan Chen, Zhengyu Zhang, Fuxiang Huang, Zhengrui Guo, Fengtao Zhou, Yingxue Xu, Xi Wang, Ronald Cheong Kin Chan, Li Liang, Hao Chen

机构 * Hong Kong University of Science and Technology（香港科技大学） ； Southern Medical University（南方医科大学） ； Nanfang Hospital and School of Basic Medical Sciences（南方医院和基础医学科学学院） ； Chinese University of Hong Kong（香港中文大学） 纠错

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

EXAONE Path 2.0: Pathology Foundation Model with End-to-End Supervision

Myeongjang Pyeon, Janghyeon Lee, Minsoo Lee, Juseung Yun, Hwanil Choi, Jonghyun Kim, Jiwon Kim, Yi Hu, Jongseong Jang, Soonyoung Lee

机构 * LG AI Research（LG人工智能研究院） 纠错

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

Comments EXAONE Path 2.0 technical report

Unlocking the Potential of Digital Pathology: Novel Baselines for Compression

Maximilian Fischer, Peter Neher, Peter Schüffler, Sebastian Ziegler, Shuhan Xiao, Robin Peretzke, David Clunie, Constantin Ulrich, Michael Baumgartner, Alexander Muckenhuber, Silvia Dias Almeida, Michael Götz, Jens Kleesiek, Marco Nolden, Rickmer Braren, Klaus Maier-Hein

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

The NCI Imaging Data Commons as a platform for reproducible research in computational pathology

Daniela P. Schacherer, Markus D. Herrmann, David A. Clunie, Henning Höfener, William Clifford, William J. R. Longabaugh, Steve Pieper, Ron Kikinis, Andrey Fedorov, André Homeyer

机构 * Fraunhofer Institute for Digital Medicine MEVIS（弗劳恩霍夫数字医学研究所MEVIS） ； Department of Pathology, Massachusetts General Hospital（麻省总医院病理科部门） ； Harvard Medical School（哈佛医学院） ； Institute for Systems Biology（系统生物学研究所） 纠错

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

Comments 13 pages, 5 figures; improved manuscript, new experiments with P100 GPU

Journal ref Computer Methods and Programs in Biomedicine (2023)

Comparing ImageNet Pre-training with Digital Pathology Foundation Models for Whole Slide Image-Based Survival Analysis

Kleanthis Marios Papadopoulos, Tania Stathaki

机构 * Imperial College London, Department of Electrical and Electronic Engineering, London, UK（帝国理工学院伦敦分校，电子与电气工程系） ； Department of Pathology, Institut de Pathologie Multisite, Groupement Hospitalier Sud, Lyon University Hospital, Pierre-Bénite, France（病理学系，多站点病理研究所，南部医院集团，里昂大学医院，皮埃尔-贝内蒂，法国） ； University of Lyon, Université Claude Bernard Lyon 1, Lyon, France（里昂大学， Claude Bernard 里昂第一大学，里昂，法国） 纠错

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

Comments Accepted (Oral) at the 6th International Conference on Computer Vision and Information Technology (CVIT 2025)

$MV_{Hybrid}$: Improving Spatial Transcriptomics Prediction with Hybrid State Space-Vision Transformer Backbone in Pathology Vision Foundation Models

Won June Cho, Hongjun Yoon, Daeky Jeong, Hyeongyeol Lim, Yosep Chong

机构 * AI Research Team（人工智能研究团队） ； AI Research Lab, Deepnoid Seoul（Deepnoid首尔人工智能研究实验室） ； Department of Hospital Pathology, College of Medicine, The Catholic University of Korea（韩国天主大学医学院医院病理科） 纠错

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

Comments Accepted (Oral) in MICCAI 2025 COMPAYL Workshop

Deep Learning for Glioblastoma Morpho-pathological Features Identification: A BraTS-Pathology Challenge Solution

Juexin Zhang, Ying Weng, Ke Chen

机构 * University of Nottingham Ningbo China（诺丁汉大学宁波校区） 纠错

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

Comments Accepted by the International Brain Tumor Segmentation (BraTS) challenge organized at MICCAI 2024 conference

Robust sensitivity control in digital pathology via tile score distribution matching

Arthur Pignet, John Klein, Genevieve Robin, Antoine Olivier

机构 * Owkin, Inc（Owkin公司） 纠错

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

Comments Camera ready version. Accepted at MICCAI 2025

A High Magnifications Histopathology Image Dataset for Oral Squamous Cell Carcinoma Diagnosis and Prognosis

Jinquan Guan, Junhong Guo, Qi Chen, Jian Chen, Yongkang Cai, Yilin He, Zhiquan Huang, Yan Wang, Yutong Xie

机构 * School of Software Engineering, South China University of Technology（华南理工大学软件工程学院） ； Department of Oral and Maxillofacial Surgery, Sun Yat-sen Memorial Hospital, Sun Yat-sen University（中山大学口腔颌面外科医院） ； Mohamed Bin Zayed University of Artificial Intelligence（马尔代夫人工智能大学） ； School of Computer Science, University of Adelaide（阿德莱德大学计算机科学学院） 纠错

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

Comments 12 pages, 11 tables, 4 figures

A Mixture of Experts (MoE) model to improve AI-based computational pathology prediction performance under variable levels of histopathology image blur

Yujie Xiang, Bojing Liu, Mattias Rantalainen

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

Quantitative Benchmarking of Anomaly Detection Methods in Digital Pathology

Can Cui, Xindong Zheng, Ruining Deng, Quan Liu, Tianyuan Yao, Keith T Wilson, Lori A Coburn, Bennett A Landman, Haichun Yang, Yaohong Wang, Yuankai Huo

机构 * Department of Computer Science Vanderbilt University, TN, USA（计算机科学系范德堡大学） ； Department of Radiology Weill Cornell Medicine, NY, USA（放射学系韦尔·科恩医学中心） ； Department of Medicine Vanderbilt University Medical Center, TN, USA Veterans Affairs Tennessee Valley Healthcare System TN, USA（医学系范德堡大学医学中心退伍军人事务田纳西山谷医疗系统） ； Department of Medicine Vanderbilt University Medical Center Veterans Affairs Tennessee Valley Healthcare System TN, USA（医学系范德堡大学医学中心退伍军人事务田纳西山谷医疗系统） ； Department of Anatomical Pathology UT MD Anderson Cancer Center,TX, USA（解剖病理学系UT MD安德森癌症中心） 纠错

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

WEEP: A method for spatial interpretation of weakly supervised CNN models in computational pathology

Abhinav Sharma, Bojing Liu, Mattias Rantalainen

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

IRS: Incremental Relationship-guided Segmentation for Digital Pathology

Ruining Deng, Junchao Zhu, Juming Xiong, Can Cui, Tianyuan Yao, Junlin Guo, Siqi Lu, Marilyn Lionts, Mengmeng Yin, Yu Wang, Shilin Zhao, Yucheng Tang, Yihe Yang, Paul Dennis Simonson, Mert R. Sabuncu, 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院） ； NVIDIA Corp.（英伟达公司） ； Weill Cornell Medicine（韦尔·科恩医学中心） 纠错

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

Improved Brain Tumor Detection in MRI: Fuzzy Sigmoid Convolution in Deep Learning

Muhammad Irfan, Anum Nawaz, Riku Klen, Abdulhamit Subasi, Tomi Westerlund, Wei Chen

机构 * Turku PET Center, Turku University Hospital, University of Turku, Finland（图尔库PET中心，图尔库大学医院，图尔库大学，芬兰） ； Turku Intelligent Embedded and Robotic Systems lab, University of Turku, Finland（图尔库智能嵌入式与机器人系统实验室，图尔库大学，芬兰） ； School of Information Science and Technology, Fudan University, China（信息科学与技术学院，复旦大学，中国） ； Information Sciences and Technology, University at Albany, USA（信息科学与技术，阿尔巴尼大学，美国） ； University of Sydney, Australia（悉尼大学，澳大利亚） 纠错

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

Comments IEEE IJCNN 2025 has accepted the paper

Improving Colorectal Cancer Screening and Risk Assessment through Predictive Modeling on Medical Images and Records

Shuai Jiang, Christina Robinson, Joseph Anderson, William Hisey, Lynn Butterly, Arief Suriawinata, Saeed Hassanpour

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

Training state-of-the-art pathology foundation models with orders of magnitude less data

Mikhail Karasikov, Joost van Doorn, Nicolas Känzig, Melis Erdal Cesur, Hugo Mark Horlings, Robert Berke, Fei Tang, Sebastian Otálora

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

Comments 10 pages, 3 figures

SPIDER: A Comprehensive Multi-Organ Supervised Pathology Dataset and Baseline Models

Dmitry Nechaev, Alexey Pchelnikov, Ekaterina Ivanova

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

A Multi-Site Study on AI-Driven Pathology Detection and Osteoarthritis Grading from Knee X-Ray

Bargava Subramanian, Naveen Kumarasami, Praveen Shastry, Kalyan Sivasailam, Anandakumar D, Keerthana R, Mounigasri M, Abilaasha G, Kishore Prasath Venkatesh

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

Comments 15 pages, 2 figures

Pathology Image Restoration via Mixture of Prompts

Jiangdong Cai, Yan Chen, Zhenrong Shen, Haotian Jiang, Honglin Xiong, Kai Xuan, Lichi Zhang, Qian Wang

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

Pathology Image Compression with Pre-trained Autoencoders

Srikar Yellapragada, Alexandros Graikos, Kostas Triaridis, Zilinghan Li, Tarak Nath Nandi, Ravi K Madduri, Prateek Prasanna, Joel Saltz, Dimitris Samaras

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

Assessment of Cell Nuclei AI Foundation Models in Kidney Pathology

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

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

Influence of color correction on pathology detection in Capsule Endoscopy

Bidossessi Emmanuel Agossou, Marius Pedersen, Kiran Raja, Anuja Vats, Pål Anders Floor

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

Atlas: A Novel Pathology Foundation Model by Mayo Clinic, Charité, and Aignostics

Maximilian Alber, Stephan Tietz, Jonas Dippel, Timo Milbich, Timothée Lesort, Panos Korfiatis, Moritz Krügener, Beatriz Perez Cancer, Neelay Shah, Alexander Möllers, Philipp Seegerer, Alexandra Carpen-Amarie, Kai Standvoss, Gabriel Dernbach, Edwin de Jong, Simon Schallenberg, Andreas Kunft, Helmut Hoffer von Ankershoffen, Gavin Schaeferle, Patrick Duffy, Matt Redlon, Philipp Jurmeister, David Horst, Lukas Ruff, Klaus-Robert Müller, Frederick Klauschen, Andrew Norgan

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

Implementing Trust in Non-Small Cell Lung Cancer Diagnosis with a Conformalized Uncertainty-Aware AI Framework in Whole-Slide Images

Xiaoge Zhang, Tao Wang, Chao Yan, Fedaa Najdawi, Kai Zhou, Yuan Ma, Yiu-ming Cheung, Bradley A. Malin

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

Unlocking adaptive digital pathology through dynamic feature learning

Jiawen Li, Tian Guan, Qingxin Xia, Yizhi Wang, Xitong Ling, Jing Li, Qiang Huang, Zihan Wang, Zhiyuan Shen, Yifei Ma, Zimo Zhao, Zhe Lei, Tiandong Chen, Junbo Tan, Xueqian Wang, Xiu-Wu Bian, Zhe Wang, Lingchuan Guo, Chao He, Yonghong He

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

Comments 49 pages, 14 figures

Leveraging Weak Supervision for Cell Localization in Digital Pathology Using Multitask Learning and Consistency Loss

Berke Levent Cesur, Ayse Humeyra Dur Karasayar, Pinar Bulutay, Nilgun Kapucuoglu, Cisel Aydin Mericoz, Handan Eren, Omer Faruk Dilbaz, Javidan Osmanli, Burhan Soner Yetkili, Ibrahim Kulac, Can Fahrettin Koyuncu, Cigdem Gunduz-Demir

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

Are the Latent Representations of Foundation Models for Pathology Invariant to Rotation?

Matouš Elphick, Samra Turajlic, Guang Yang

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

Comments Samra Turajlic and Guang Yang are joint last authors

Benchmarking foundation models as feature extractors for weakly-supervised computational pathology

Peter Neidlinger, Omar S. M. El Nahhas, Hannah Sophie Muti, Tim Lenz, Michael Hoffmeister, Hermann Brenner, Marko van Treeck, Rupert Langer, Bastian Dislich, Hans Michael Behrens, Christoph Röcken, Sebastian Foersch, Daniel Truhn, Antonio Marra, Oliver Lester Saldanha, Jakob Nikolas Kather

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